Michelle Ng

Tags: Michelle Ng
  2. |
  3. Our Team
  4. |
  5. Michelle Ng

PhD Candidate

Department of Communication

Stanford University

Website

Michelle Ng is a PhD candidate in Communication. Her research examines how people act upon dynamic risk communication during extreme weather events, from hurricanes to heat waves. By leveraging intensive longitudinal methods and collaborating with government and community partners, Michelle aims to develop risk communication theory while building resilience to extreme weather in practice. Her work is funded by the NSF Graduate Research Fellowship Program.

Prior to Stanford, Michelle worked for the International Water Management Institute in Sri Lanka. While conducting fieldwork in Ghana, Laos, Myanmar, Nepal, and South Africa, she collaborated with smallholder farmers – as well as partners from government ministries, UN agencies, and community-based organizations – to improve water governance. Michelle received her BA in Visual and Environmental Studies and Computer Science from Harvard University and her MS in Environment and Resources from Stanford University.

Publications

5122592 Michelle Ng 1 apa 50 date desc Ng, M 1706 https://thechangelab.stanford.edu/wp-content/plugins/zotpress/
%7B%22status%22%3A%22success%22%2C%22updateneeded%22%3Afalse%2C%22instance%22%3Afalse%2C%22meta%22%3A%7B%22request_last%22%3A0%2C%22request_next%22%3A0%2C%22used_cache%22%3Atrue%7D%2C%22data%22%3A%5B%7B%22key%22%3A%22HNKYVFER%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222026-01-28%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Schumacher%2C%20A.%20B.%2C%20Prestley%2C%20R.%2C%20Herbert%2C%20N.%2C%20Wong-Parodi%2C%20G.%2C%20Morss%2C%20R.%20E.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Demuth%2C%20J.%20%282026%2C%20January%2028%29.%20%26lt%3Bi%26gt%3BHow%20Individuals%20Make%20Dynamic%20Behavioral%20Decisions%20as%20a%20Hurricane%20Approaches%3A%20Evidence%20from%20a%20Longitudinal%20Field%20Study%20in%20the%20United%20States%26lt%3B%5C%2Fi%26gt%3B.%20106th%20AMS%20Annual%20Meeting.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fams.confex.com%5C%2Fams%5C%2F106ANNUAL%5C%2Fmeetingapp.cgi%5C%2FPaper%5C%2F471931%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fams.confex.com%5C%2Fams%5C%2F106ANNUAL%5C%2Fmeetingapp.cgi%5C%2FPaper%5C%2F471931%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22How%20Individuals%20Make%20Dynamic%20Behavioral%20Decisions%20as%20a%20Hurricane%20Approaches%3A%20Evidence%20from%20a%20Longitudinal%20Field%20Study%20in%20the%20United%20States%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Andrea%20B.%22%2C%22lastName%22%3A%22Schumacher%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Robert%22%2C%22lastName%22%3A%22Prestley%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Natalie%22%2C%22lastName%22%3A%22Herbert%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gabrielle%22%2C%22lastName%22%3A%22Wong-Parodi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rebecca%20E.%22%2C%22lastName%22%3A%22Morss%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julie%22%2C%22lastName%22%3A%22Demuth%22%7D%5D%2C%22abstractNote%22%3A%22During%20extreme%20weather%20events%2C%20risk%20communication%20often%20begins%20with%20a%20weather%20f...%22%2C%22proceedingsTitle%22%3A%22%22%2C%22conferenceName%22%3A%22106th%20AMS%20Annual%20Meeting%22%2C%22date%22%3A%222026%5C%2F01%5C%2F28%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22ngHowIndividualsMake2026%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fams.confex.com%5C%2Fams%5C%2F106ANNUAL%5C%2Fmeetingapp.cgi%5C%2FPaper%5C%2F471931%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-03-24T19%3A25%3A13Z%22%7D%7D%2C%7B%22key%22%3A%22NT24FRDG%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222026-01-07%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Ram%2C%20N.%2C%20Constantino%2C%20S.%2C%20%26amp%3B%20Geiger%2C%20N.%20%282026%29.%20Examining%20climate%20emotions%20that%20accompany%20personal%20experiences%20of%20climate%20change%3A%20A%20dynamic%20network%20analysis%20%5BAuthor%20Accepted%20Manuscript%5D.%20%26lt%3Bi%26gt%3BGlobal%20Environmental%20Psychology%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fwww.psycharchives.org%5C%2Findex.php%5C%2Fen%5C%2Fitem%5C%2Fd0d59a42-ea1d-4e30-9318-5e9871f7586b%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fwww.psycharchives.org%5C%2Findex.php%5C%2Fen%5C%2Fitem%5C%2Fd0d59a42-ea1d-4e30-9318-5e9871f7586b%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Examining%20climate%20emotions%20that%20accompany%20personal%20experiences%20of%20climate%20change%3A%20A%20dynamic%20network%20analysis%20%5BAuthor%20Accepted%20Manuscript%5D%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sara%22%2C%22lastName%22%3A%22Constantino%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nathaniel%22%2C%22lastName%22%3A%22Geiger%22%7D%5D%2C%22abstractNote%22%3A%22PsychArchives%20is%20a%20disciplinary%20repository%20for%20psychological%20science%20and%20neighboring%20disciplines.%22%2C%22date%22%3A%222026%5C%2F01%5C%2F07%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngExaminingClimateEmotions2026%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fwww.psycharchives.org%5C%2Findex.php%5C%2Fen%5C%2Fitem%5C%2Fd0d59a42-ea1d-4e30-9318-5e9871f7586b%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%222750-6630%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22RBDTYZYH%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222025-12-02%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Herbert%2C%20N.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Wong-Parodi%2C%20G.%20%282025%29.%20Examining%20individuals%26%23x2019%3B%20protective%20behavioral%20decision-making%20dynamics%20over%20repeated%20risks%20of%20heat%20waves%20in%20the%20American%20West.%20%26lt%3Bi%26gt%3BJournal%20of%20Risk%20Research%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B28%26lt%3B%5C%2Fi%26gt%3B%2812%29%2C%201420%26%23x2013%3B1443.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1080%5C%2F13669877.2025.2603989%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1080%5C%2F13669877.2025.2603989%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Examining%20individuals%5Cu2019%20protective%20behavioral%20decision-making%20dynamics%20over%20repeated%20risks%20of%20heat%20waves%20in%20the%20American%20West%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Natalie%22%2C%22lastName%22%3A%22Herbert%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gabrielle%22%2C%22lastName%22%3A%22Wong-Parodi%22%7D%5D%2C%22abstractNote%22%3A%22As%20climate%20change%20intensifies%20worldwide%2C%20individuals%20are%20facing%20heightened%20risks%20of%20extreme%20weather%20events.%20Predominant%20theories%20and%20empirical%20research%20point%20to%20five%20constructs%20that%20underpin%20individuals%5Cu2019%20protective%20behavioral%20decision-making%20during%20extreme%20weather%20events%3A%20risk%20perception%2C%20efficacy%2C%20negative%20affect%2C%20protective%20actions%2C%20and%20negative%20experiences.%20Although%20the%20dynamic%20nature%20of%20protective%20behavioral%20decision-making%20is%20embedded%20in%20theories%20like%20the%20Protective%20Action%20Decision%20Model%2C%20few%20studies%20have%20examined%20whether%20and%20how%20these%20constructs%20relate%20over%20time%20%5Cu2013%20that%20is%2C%20their%20temporal%20dynamics.%20In%20this%20study%2C%20we%20applied%20multivariate%20latent%20change%20score%20models%20to%20two-occasion%20panel%20data%20collected%20from%20160%20adults%20in%20the%20American%20West%20as%20they%20faced%20repeated%20risks%20of%20heat%20waves%20in%20September%202022%20and%20August%202023.%20We%20found%20that%20individuals%5Cu2019%20risk%20perception%2C%20efficacy%2C%20and%20protective%20actions%20increased%20over%20the%20two%20heat%20waves.%20Additionally%2C%20higher%20levels%20of%20all%20five%20constructs%20during%20the%20first%20heat%20wave%20were%20associated%20with%20shallower%20rates%20of%20subsequent%20change%2C%20suggesting%20constructs%20may%20stabilize%20over%20time.%20Finally%2C%20the%20levels%20of%20each%20construct%20during%20the%20first%20heat%20wave%20were%20not%20related%20to%20subsequent%20changes%20in%20any%20other%20constructs%2C%20except%20for%20higher%20risk%20perception%20predicting%20a%20shallower%20rate%20of%20change%20in%20efficacy.%20Taken%20together%2C%20these%20results%20suggest%20that%20individuals%5Cu2019%20psychological%2C%20behavioral%2C%20and%20experiential%20trajectories%20over%20repeated%20risks%20of%20heat%20waves%20may%20not%20be%20as%20dynamically%20related%20as%20cross-sectional%20associations%20suggest.%20Theoretically%2C%20our%20results%20elaborate%20upon%20the%20temporal%20dynamics%20of%20protective%20behavioral%20decision-making%20during%20extreme%20weather%20events.%20Practically%2C%20our%20results%20suggest%20that%20risk%20communication%20about%20extreme%20weather%20events%20should%20consider%20the%20person-specific%20starting%20levels%20of%20each%20construct%2C%20target%20multiple%20constructs%20simultaneously%2C%20and%20bolster%20efficacy%20when%20elevating%20risk%20perception%20to%20compensate%20for%20any%20potential%20dampening%20effect%20over%20time.%22%2C%22date%22%3A%222025-12-02%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1080%5C%2F13669877.2025.2603989%22%2C%22citationKey%22%3A%22ngExaminingIndividualsProtective2025%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1080%5C%2F13669877.2025.2603989%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%221366-9877%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22RG4TR4Y4%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Herbert%20et%20al.%22%2C%22parsedDate%22%3A%222025-11-01%22%2C%22numChildren%22%3A2%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BHerbert%2C%20N.%2C%20%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Demuth%2C%20J.%2C%20Schumacher%2C%20A.%2C%20Walpole%2C%20H.%2C%20Morss%2C%20R.%2C%20%26amp%3B%20Wong-Parodi%2C%20G.%20%282025%29.%20How%20self-efficacy%20and%20response%20efficacy%20change%20with%20risk%20and%20adaptation%20behaviors%20during%20tropical%20cyclones.%20%26lt%3Bi%26gt%3BJournal%20of%20Environmental%20Psychology%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B107%26lt%3B%5C%2Fi%26gt%3B%2C%20102781.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.jenvp.2025.102781%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.jenvp.2025.102781%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22How%20self-efficacy%20and%20response%20efficacy%20change%20with%20risk%20and%20adaptation%20behaviors%20during%20tropical%20cyclones%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Natalie%22%2C%22lastName%22%3A%22Herbert%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julie%22%2C%22lastName%22%3A%22Demuth%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Andrea%22%2C%22lastName%22%3A%22Schumacher%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Hugh%22%2C%22lastName%22%3A%22Walpole%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Rebecca%22%2C%22lastName%22%3A%22Morss%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gabrielle%22%2C%22lastName%22%3A%22Wong-Parodi%22%7D%5D%2C%22abstractNote%22%3A%22Environmental%20hazards%20are%20made%20worse%20in%20a%20changing%20climate%2C%20and%20adaptation%20may%20hinge%20on%20whether%20individuals%20can%20effectively%20act.%20One%20of%20the%20most%20powerful%20antecedents%20to%20personal%20action%20is%20efficacy%20%28self%20and%20response%29%2C%20but%20past%20research%20on%20efficacy%26%23039%3Bs%20role%20in%20personal%20adaptation%20does%20not%20explore%20its%20relationship%20to%20time%20and%20changing%20risk%20as%20dynamic%20factors%20associated%20with%20adaptation.%20In%20this%20study%2C%20we%20investigate%20the%20relationship%20between%20efficacy%20and%20adaptation%20behavior%20alongside%20changes%20in%20personal%20risk%20during%20tropical%20cyclones%20%28TCs%29%20in%20the%20days%20between%20TC%20prediction%20to%20landfall.%20From%20our%20analysis%20of%20three%20%282020%5Cu20132022%29%20TCs%20in%20the%20U.S.%20that%20threatened%204%2C306%20participants%2C%20we%20demonstrate%20that%20%281%29%20time%20moderates%20the%20positive%20association%20between%20momentary%20levels%20of%20personal%20risk%20and%20response%20efficacy%20and%20%282%29%20adaptation%20behaviors%20positively%20associate%20with%20momentary%20levels%20of%20response%20efficacy%2C%20but%20not%20self-efficacy.%20Rather%20than%20measuring%20efficacy%20as%20a%20static%20force%2C%20our%20approach%20demonstrates%20the%20potential%20for%20longitudinal%20studies%20to%20improve%20theory%20and%20practice%20for%20socio-cognitive%20theories%20of%20personal%20adaptation.%22%2C%22date%22%3A%222025-11-01%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1016%5C%2Fj.jenvp.2025.102781%22%2C%22citationKey%22%3A%22herbertHowSelfefficacyResponse2025%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fwww.sciencedirect.com%5C%2Fscience%5C%2Farticle%5C%2Fpii%5C%2FS0272494425002646%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%220272-4944%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22T9JBBXJ3%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222025-10-26%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Schumacher%2C%20A.%2C%20Herbert%2C%20N.%2C%20Wong-Parodi%2C%20G.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Demuth%2C%20J.%20%282025%29.%20Examining%20the%20Temporal%20Dynamics%20of%20Risk%20Communication%20During%20Extreme%20Weather%20Events%3A%20Insights%20From%20a%20Scoping%20Review.%20%26lt%3Bi%26gt%3BRisk%20Analysis%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3Bn%5C%2Fa%26lt%3B%5C%2Fi%26gt%3B%28n%5C%2Fa%29.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Frisa.70135%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1111%5C%2Frisa.70135%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Examining%20the%20Temporal%20Dynamics%20of%20Risk%20Communication%20During%20Extreme%20Weather%20Events%3A%20Insights%20From%20a%20Scoping%20Review%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Andrea%22%2C%22lastName%22%3A%22Schumacher%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Natalie%22%2C%22lastName%22%3A%22Herbert%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gabrielle%22%2C%22lastName%22%3A%22Wong-Parodi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Julie%22%2C%22lastName%22%3A%22Demuth%22%7D%5D%2C%22abstractNote%22%3A%22As%20extreme%20weather%20events%20unfold%20on%20a%20timescale%20of%20minutes%2C%20hours%2C%20or%20days%2C%20individuals%20must%20respond%20accordingly.%20Dynamic%20risk%20communication%5Cu2014that%20is%2C%20risk%20communication%20that%20updates%20alongside%20evolving%20risks%5Cu2014can%20support%20individuals%20in%20making%20timely%2C%20well-informed%20behavioral%20decisions%20that%20safeguard%20their%20well-being.%20Existing%20literature%20on%20dynamic%20risk%20communication%20during%20extreme%20weather%20events%20uses%20multiple%20methods%20to%20examine%20how%20different%20populations%20encounter%20dynamic%20risk%20communication%20during%20different%20types%20of%20events.%20In%20this%20scoping%20review%2C%20we%20synthesize%20empirical%20evidence%20from%2014%20articles%20to%20advance%20an%20integrated%20understanding%20of%20the%20temporal%20dynamics%20of%20risk%20communication%20during%20extreme%20weather%20events.%20First%2C%20we%20describe%20how%20individuals%20interact%20with%20heterogeneous%20forms%20of%20dynamic%20risk%20communication%20over%20the%20course%20of%20extreme%20weather%20events.%20Second%2C%20we%20identify%20environmental%2C%20personal%2C%20and%20social%20factors%20that%20may%20lead%20individuals%20to%20encounter%20dynamic%20risk%20communication%20%28i.e.%2C%20antecedents%29.%20Third%2C%20we%20identify%20individuals%5Cu2019%20appraising%20and%20behavioral%20responses%20to%20dynamic%20risk%20communication%20%28i.e.%2C%20consequences%29.%20Taken%20together%2C%20our%20review%20suggests%20opportunities%20to%20better%20align%20the%20provision%20of%20risk%20communication%20with%20individuals%5Cu2019%20informational%20needs%20during%20extreme%20weather%20events.%20Additional%20longitudinal%20research%20is%20necessary%20to%20more%20precisely%20examine%20changes%20and%20relations%20among%20time-varying%20constructs%2C%20consider%20the%20role%20of%20individuals%5Cu2019%20multiple%2C%20varied%20contexts%20in%20their%20protective%20behavioral%20decision-making%20processes%2C%20and%20identify%20individual%20differences%20in%20people%26%23039%3Bs%20needs%20for%20and%20uses%20of%20dynamic%20risk%20communication%20during%20extreme%20weather%20events.%22%2C%22date%22%3A%222025-10-26%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1111%5C%2Frisa.70135%22%2C%22citationKey%22%3A%22ngExaminingTemporalDynamics2025%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fonlinelibrary.wiley.com%5C%2Fdoi%5C%2Fabs%5C%2F10.1111%5C%2Frisa.70135%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%221539-6924%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-03-26T00%3A16%3A57Z%22%7D%7D%2C%7B%22key%22%3A%22ND6KKAKH%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222025-06-15%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Herbert%2C%20N.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Wong-Parodi%2C%20G.%20%282025%2C%20June%2015%29.%20%26lt%3Bi%26gt%3BExamining%20individuals%26%23x2019%3B%20psychological%2C%20behavioral%2C%20and%20experiential%20dynamics%20over%20repeated%20exposures%20to%20heat%20waves%20in%20the%20American%20West%26lt%3B%5C%2Fi%26gt%3B%20%5BAbstract%5D.%20International%20Conference%20on%20Environmental%20Psychology%202025.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Examining%20individuals%5Cu2019%20psychological%2C%20behavioral%2C%20and%20experiential%20dynamics%20over%20repeated%20exposures%20to%20heat%20waves%20in%20the%20American%20West%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Natalie%22%2C%22lastName%22%3A%22Herbert%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nil%5Cu00e0m%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Gabrielle%22%2C%22lastName%22%3A%22Wong-Parodi%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222025-06-15%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngExaminingIndividualsPsychological2025%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22UF2H8SBC%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222025-06-12%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Chi%2C%20Y.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Harari%2C%20G.%20%282025%2C%20June%2012%29.%20%26lt%3Bi%26gt%3BPhysical%20nature%20associated%20with%20affective%20well-being%2C%20but%20technological%20nature%20falls%20short%3A%20Insights%20from%20a%20longitudinal%20field%20study%20in%20the%20United%20States%26lt%3B%5C%2Fi%26gt%3B%20%5BAbstract%5D.%205th%20Annual%20International%20Communication%20Association%20Conference.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Physical%20nature%20associated%20with%20affective%20well-being%2C%20but%20technological%20nature%20falls%20short%3A%20Insights%20from%20a%20longitudinal%20field%20study%20in%20the%20United%20States%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Yikun%22%2C%22lastName%22%3A%22Chi%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nil%5Cu00e0m%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Gabriella%22%2C%22lastName%22%3A%22Harari%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%222025-06-12%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngPhysicalNatureAssociated2025a%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22MNKUVZTE%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222025-06-01%22%2C%22numChildren%22%3A2%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Chi%2C%20Y.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Harari%2C%20G.%20%282025%29.%20Physical%20nature%20associated%20with%20affective%20well-being%2C%20but%20technological%20nature%20falls%20short%3A%20Insights%20from%20an%20intensive%20longitudinal%20field%20study%20in%20the%20United%20States.%20%26lt%3Bi%26gt%3BJournal%20of%20Environmental%20Psychology%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B104%26lt%3B%5C%2Fi%26gt%3B%2C%20102611.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.jenvp.2025.102611%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.jenvp.2025.102611%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Physical%20nature%20associated%20with%20affective%20well-being%2C%20but%20technological%20nature%20falls%20short%3A%20Insights%20from%20an%20intensive%20longitudinal%20field%20study%20in%20the%20United%20States%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Yikun%22%2C%22lastName%22%3A%22Chi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Gabriella%22%2C%22lastName%22%3A%22Harari%22%7D%5D%2C%22abstractNote%22%3A%22Nature%20contact%20enhances%20human%20well-being%2C%20but%20individuals%20in%20the%20United%20States%20are%20spending%20less%20time%20in%20nature%20and%20more%20time%20using%20digital%20media.%20The%20extent%20to%20which%20technological%20nature%20can%20offset%20diminishing%20contact%20with%20physical%20nature%20is%20not%20yet%20known.%20This%2014-day%20field%20study%20uses%20multimodal%20data%20collected%20from%20129%20adults%20living%20across%20the%20United%20States%20to%20examine%20whether%20and%20how%20individuals%5Cu2019%20affective%20well-being%20%28affect%20valence%2C%20happiness%2C%20and%20anxiety%20reported%20via%204%2C050%20ecological%20momentary%20assessments%29%20is%20related%20to%20their%20physical%20nature%20contact%20%28residential%20greenness%20assessed%20via%2073%2C006%20GPS%20points%29%20and%20technological%20nature%20contact%20on%20smartphones%20%28encounters%20with%20nature%20imagery%20assessed%20via%20311%2C524%20smartphone%20screenshots%29.%20Using%20Bayesian%20generalized%20linear%20multilevel%20models%2C%20we%20found%20that%20higher%20levels%20of%20overall%20physical%20nature%20contact%20were%20associated%20with%20higher%20baseline%20levels%20of%20affect%20valence%20and%20happiness.%20Individuals%20did%20indeed%20encounter%20nature%20imagery%20in%20their%20everyday%20smartphone%20use%2C%20but%20overall%20level%20of%20and%20fluctuations%20in%20technological%20nature%20contact%20were%20not%20associated%20with%20between-%20or%20within-person%20differences%20in%20affect%20valence%2C%20happiness%2C%20or%20anxiety.%20As%20the%20world%20both%20urbanizes%20and%20mediatizes%2C%20this%20study%20underscores%20the%20psychological%20importance%20of%20physical%20nature%20contact%20while%20advancing%20understanding%20of%20which%20forms%20of%20technological%20nature%20contact%20may%20%28not%29%20enhance%20affective%20well-being.%22%2C%22date%22%3A%222025-06-01%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1016%5C%2Fj.jenvp.2025.102611%22%2C%22citationKey%22%3A%22ngPhysicalNatureAssociated2025%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fwww.sciencedirect.com%5C%2Fscience%5C%2Farticle%5C%2Fpii%5C%2FS0272494425000945%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%220272-4944%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22NXPGMXVL%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222024-08-07%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Gerstorf%2C%20D.%2C%20Conroy%2C%20D.%20E.%2C%20Pincus%2C%20A.%20L.%2C%20%26amp%3B%20Ram%2C%20N.%20%282024%29.%20Affective%20Sensitivity%20to%20Air%20Pollution%20%28ASAP%29%3A%20Person-specific%20associations%20between%20daily%20air%20pollution%20and%20affective%20states.%20%26lt%3Bi%26gt%3BPLOS%20ONE%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B19%26lt%3B%5C%2Fi%26gt%3B%288%29%2C%20e0307430.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1371%5C%2Fjournal.pone.0307430%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1371%5C%2Fjournal.pone.0307430%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Affective%20Sensitivity%20to%20Air%20Pollution%20%28ASAP%29%3A%20Person-specific%20associations%20between%20daily%20air%20pollution%20and%20affective%20states%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Denis%22%2C%22lastName%22%3A%22Gerstorf%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22David%20E.%22%2C%22lastName%22%3A%22Conroy%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Aaron%20L.%22%2C%22lastName%22%3A%22Pincus%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nil%5Cu00e0m%22%2C%22lastName%22%3A%22Ram%22%7D%5D%2C%22abstractNote%22%3A%22Individuals%5Cu2019%20sensitivity%20to%20climate%20hazards%20is%20a%20central%20component%20of%20their%20vulnerability%20to%20climate%20change.%20In%20this%20paper%2C%20we%20introduce%20and%20outline%20the%20utility%20of%20a%20new%20intraindividual%20variability%20construct%2C%20affective%20sensitivity%20to%20air%20pollution%20%28ASAP%29%5Cu2013defined%20as%20the%20extent%20to%20which%20an%20individual%5Cu2019s%20affective%20states%20fluctuate%20in%20accordance%20with%20daily%20changes%20in%20air%20quality.%20As%20such%2C%20ASAP%20pushes%20beyond%20examination%20of%20differences%20in%20individuals%5Cu2019%20exposures%20to%20air%20pollution%20to%20examination%20of%20differences%20in%20individuals%5Cu2019%20sensitivities%20to%20air%20pollution.%20Building%20on%20known%20associations%20between%20air%20pollution%20exposure%20and%20adverse%20mental%20health%20outcomes%2C%20we%20empirically%20illustrate%20how%20application%20of%20Bayesian%20multilevel%20models%20to%20intensive%20repeated%20measures%20data%20obtained%20in%20an%20experience%20sampling%20study%20%28N%20%3D%20150%29%20over%20one%20year%20can%20be%20used%20to%20examine%20whether%20and%20how%20individuals%5Cu2019%20daily%20affective%20states%20fluctuate%20with%20the%20daily%20concentrations%20of%20outdoor%20air%20pollution%20in%20their%20county.%20Results%20indicate%20construct%20viability%2C%20as%20we%20found%20substantial%20interindividual%20differences%20in%20ASAP%20for%20both%20affect%20arousal%20and%20affect%20valence.%20This%20suggests%20that%20repeated%20measures%20of%20individuals%5Cu2019%20day-to-day%20affect%20provides%20a%20new%20way%20of%20measuring%20their%20sensitivity%20to%20climate%20change.%20In%20addition%20to%20contributing%20to%20discourse%20around%20climate%20vulnerability%2C%20the%20intraindividual%20variability%20construct%20and%20methodology%20proposed%20here%20can%20help%20better%20integrate%20affect%20and%20mental%20health%20in%20climate%20adaptation%20policies%2C%20plans%2C%20and%20programs.%22%2C%22date%22%3A%22Aug%207%2C%202024%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1371%5C%2Fjournal.pone.0307430%22%2C%22citationKey%22%3A%22ngAffectiveSensitivityAir2024%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fjournals.plos.org%5C%2Fplosone%5C%2Farticle%3Fid%3D10.1371%5C%2Fjournal.pone.0307430%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%221932-6203%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%2268DCL3CS%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%22%2C%22parsedDate%22%3A%222024-06-20%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%20%282024%2C%20June%2020%29.%20We%20need%20to%20take%20care%20of%20each%20other%26%23x201D%3B%3A%20Individuals%26%23x2019%3B%20real-time%20engagements%20with%20climate%20risk%20communication%20during%20the%202021%20Texas%20winter%20storm.%20%26lt%3Bi%26gt%3BPhD%20Mentoring%20Workshop%20of%20the%20Environmental%20Communication%20Division%26lt%3B%5C%2Fi%26gt%3B.%20International%20Communication%20Association.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22conferencePaper%22%2C%22title%22%3A%22We%20need%20to%20take%20care%20of%20each%20other%5Cu201d%3A%20Individuals%5Cu2019%20real-time%20engagements%20with%20climate%20risk%20communication%20during%20the%202021%20Texas%20winter%20storm%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22proceedingsTitle%22%3A%22PhD%20Mentoring%20Workshop%20of%20the%20Environmental%20Communication%20Division%22%2C%22conferenceName%22%3A%22International%20Communication%20Association%22%2C%22date%22%3A%22June%2020%2C%202024%22%2C%22eventPlace%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22ISBN%22%3A%22%22%2C%22citationKey%22%3A%22ngWeNeedTake2024%22%2C%22url%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22RF8E4LX5%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Shi%20et%20al.%22%2C%22parsedDate%22%3A%222024%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BShi%2C%20L.%2C%20Brandt%2C%20A.%20R.%2C%20Iancu%2C%20D.%2C%20Mach%2C%20K.%20J.%2C%20Field%2C%20C.%2C%20Cho%2C%20M.-J.%2C%20%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Chey%2C%20K.%20J.%20%28Sarah%29%2C%20Ram%2C%20N.%2C%20Robinson%2C%20T.%2C%20%26amp%3B%20Reeves%2C%20B.%20B.%20%282024%29.%20Climate%20impacts%20of%20digital%20use%20supply%20chains.%20%26lt%3Bi%26gt%3BEnvironmental%20Research%3A%20Climate%26lt%3B%5C%2Fi%26gt%3B.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1088%5C%2F2752-5295%5C%2Fad22eb%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1088%5C%2F2752-5295%5C%2Fad22eb%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Climate%20impacts%20of%20digital%20use%20supply%20chains%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Lin%22%2C%22lastName%22%3A%22Shi%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Adam%20R%22%2C%22lastName%22%3A%22Brandt%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Dan%22%2C%22lastName%22%3A%22Iancu%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Katharine%20J%22%2C%22lastName%22%3A%22Mach%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Christopher%22%2C%22lastName%22%3A%22Field%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Mu-Jung%22%2C%22lastName%22%3A%22Cho%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Kyung%20Jin%20%28Sarah%29%22%2C%22lastName%22%3A%22Chey%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Tom%22%2C%22lastName%22%3A%22Robinson%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Byron%20B%22%2C%22lastName%22%3A%22Reeves%22%7D%5D%2C%22abstractNote%22%3A%22Information%20and%20communications%20technology%20%28ICT%29%20has%20become%20an%20indispensable%20part%20of%20our%20lives.%20Prior%20research%20on%20climate%20impact%20of%20ICT%20devices%20and%20services%20climate%20impact%20have%20largely%20focused%20on%20the%20embodied%20carbon%20emissions%20using%20life%20cycle%20assessment%20%28LCA%29%20and%20energy%20modeling%20frameworks.%20These%20perspectives%20view%20mainly%20emphasize%20the%20carbon%20emissions%20associated%20with%20the%20construction%20and%20distribution%20of%20digital%20devices%20along%20production%20supply%20chains.%20However%2C%20the%20carbon%20emissions%20monitored%20or%20facilitated%20by%20digital%20device%20use%20is%20largely%20under%20studied.%20In%20this%20study%2C%20we%20propose%20the%20concept%20of%20Digital%20Use%20Supply%20Chains%20%28DUSC%29%20as%20an%20orthogonal%20dimension%20of%20digital%20devices%5Cu2019%20life%20cycle.%20DUSC%20refers%20to%20the%20production%20activities%20and%20resource%20consumption%20recorded%20or%20induced%20using%20digital%20devices.%20We%20propose%20a%20framework%20to%20quantify%20digital%20behaviors%20related%20greenhouse%20gas%20emissions%20through%20use%20of%20the%20Screenomics%20paradigm%2C%20where%20users%5Cu2019%20digital%20screen%20data%20are%20unobtrusively%20collected%20moment-by-moment.%20Through%20Screenomics%5Cu2019%20granular%20recording%20of%20users%5Cu2019%20digital%20behavior%2C%20we%20evaluate%20behavior-based%20greenhouse%20gas%20emissions%20traced%20by%20the%20digital%20devices.%20The%20DUSC%20concept%20connects%20individual%5Cu2019s%20digital%20behaviors%20to%20their%20global%20climate%20change%20impact%2C%20contributing%20to%20a%20more%20nuanced%20and%20complete%20evaluation%20of%20the%20climate%20impacts%20of%20the%20digital%20economy.%20Our%20case%20study%20indicates%20the%20estimated%20scale%20of%20the%20greenhouse%20gas%20emissions%20linking%20to%20digital%20activities%20is%203%20orders%20of%20magnitude%20higher%20than%20the%20emissions%20associated%20with%20the%20devices%20life%20cycle%20alone.%20DUSC%20could%20enable%20climate%20change%20mitigation%20at%20a%20meaningful%2C%20actionable%20level%20through%20personalized%20educational%20or%20behavior%20change%20programs.%20It%20also%20facilitates%20novel%20data-driven%20feedback%20loops%20that%20may%20provide%20digital%20device%20users%20with%20insights%20into%20their%20personal%20climate%20impacts.%20Recognition%20and%20future%20studies%20of%20DUSC%20could%20accelerate%20the%20quantification%20and%20standardization%20of%20a%20%5Cu201ccarbon%20handprint%5Cu201d%20of%20digital%20devices%20and%20create%20positive%20climate%20impacts%20from%20digital%20products%20and%20services.%22%2C%22date%22%3A%222024%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1088%5C%2F2752-5295%5C%2Fad22eb%22%2C%22citationKey%22%3A%22shiClimateImpactsDigital2024%22%2C%22url%22%3A%22http%3A%5C%2F%5C%2Fiopscience.iop.org%5C%2Farticle%5C%2F10.1088%5C%2F2752-5295%5C%2Fad22eb%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%222752-5295%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22PGRB8P8F%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222023-06%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Gerstorf%2C%20D.%2C%20Conroy%2C%20D.%20E.%2C%20Pincus%2C%20A.%20L.%2C%20%26amp%3B%20Ram%2C%20N.%20%282023%2C%20June%29.%20%26lt%3Bi%26gt%3BAffective%20sensitivity%20to%20air%20pollution%20%28ASAP%29%3A%20person-specific%20associations%20between%20daily%20air%20pollution%20and%20affective%20states%26lt%3B%5C%2Fi%26gt%3B.%20International%20Conference%20on%20Environmental%20Psychology.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Affective%20sensitivity%20to%20air%20pollution%20%28ASAP%29%3A%20person-specific%20associations%20between%20daily%20air%20pollution%20and%20affective%20states%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Denis%22%2C%22lastName%22%3A%22Gerstorf%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22David%20E%22%2C%22lastName%22%3A%22Conroy%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Aaron%20L%22%2C%22lastName%22%3A%22Pincus%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%22June%202023%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngAffectiveSensitivityAir2023%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22FTU7BGRH%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222023-05%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Cho%2C%20M.-J.%2C%20Eichstaedt%2C%20J.%2C%20Reeves%2C%20B.%2C%20Robinson%2C%20T.%2C%20%26amp%3B%20Ram%2C%20N.%20%282023%2C%20May%29.%20%26lt%3Bi%26gt%3BCharacterizing%20%26%23x201C%3Bbottom-up%26%23x201D%3B%20engagement%20with%20climate%20communication%20with%20mobile%20sensing%26lt%3B%5C%2Fi%26gt%3B.%2073nd%20Annual%20International%20Communication%20Association%20%28ICA%29%20Conference.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Characterizing%20%5Cu201cbottom-up%5Cu201d%20engagement%20with%20climate%20communication%20with%20mobile%20sensing%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Mu-Jung%22%2C%22lastName%22%3A%22Cho%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Johannes%22%2C%22lastName%22%3A%22Eichstaedt%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Byron%22%2C%22lastName%22%3A%22Reeves%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Thomas%22%2C%22lastName%22%3A%22Robinson%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%22May%202023%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngCharacterizingBottomupEngagement2023%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22TWRY5ZH3%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222023-04%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Cho%2C%20M.-J.%2C%20Eichstaedt%2C%20J.%2C%20Reeves%2C%20B.%2C%20Robinson%2C%20T.%2C%20%26amp%3B%20Ram%2C%20N.%20%282023%2C%20April%29.%20%26lt%3Bi%26gt%3BLeveraging%20mobile%20sensing%20to%20characterize%20person-specific%20engagement%20with%20climate%20communication%26lt%3B%5C%2Fi%26gt%3B.%20Stanford%20Data%20Science%20for%20Sustainability%20Conference.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Leveraging%20mobile%20sensing%20to%20characterize%20person-specific%20engagement%20with%20climate%20communication%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Mu-Jung%22%2C%22lastName%22%3A%22Cho%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Johannes%22%2C%22lastName%22%3A%22Eichstaedt%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Byron%22%2C%22lastName%22%3A%22Reeves%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Thomas%22%2C%22lastName%22%3A%22Robinson%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%22April%202023%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngLeveragingMobileSensing2023%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22BKGNYHJJ%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222023-03%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Chi%2C%20Y.%2C%20Cerit%2C%20M.%2C%20Ram%2C%20N.%2C%20%26amp%3B%20Harari%2C%20G.%20%282023%2C%20March%29.%20%26lt%3Bi%26gt%3BChange%20in%20affect%20as%20individuals%20move%20through%20physical%20and%20digital%20environments%20of%20daily%20life%26lt%3B%5C%2Fi%26gt%3B.%20Society%20for%20Affective%20Science%26%23x2019%3Bs%202023%20Annual%20Meeting.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Change%20in%20affect%20as%20individuals%20move%20through%20physical%20and%20digital%20environments%20of%20daily%20life%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Yikun%22%2C%22lastName%22%3A%22Chi%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Merve%22%2C%22lastName%22%3A%22Cerit%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Gabriella%22%2C%22lastName%22%3A%22Harari%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%22March%202023%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngChangeAffectIndividuals2023%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22WXAXB2TT%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Pellitier%20et%20al.%22%2C%22parsedDate%22%3A%222023%22%2C%22numChildren%22%3A1%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BPellitier%2C%20P.%20T.%2C%20%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Castaneda%2C%20S.%20R.%2C%20Moser%2C%20S.%20C.%2C%20%26amp%3B%20Wray%2C%20B.%20D.%20%282023%29.%20Embracing%20climate%20emotions%20to%20advance%20higher%20education.%20%26lt%3Bi%26gt%3BNature%20Climate%20Change%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B13%26lt%3B%5C%2Fi%26gt%3B%2811%29%2C%201148%26%23x2013%3B1150.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-ItemURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fideas.repec.org%5C%2F%5C%2Fa%5C%2Fnat%5C%2Fnatcli%5C%2Fv13y2023i11d10.1038_s41558-023-01838-7.html%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fideas.repec.org%5C%2F%5C%2Fa%5C%2Fnat%5C%2Fnatcli%5C%2Fv13y2023i11d10.1038_s41558-023-01838-7.html%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Embracing%20climate%20emotions%20to%20advance%20higher%20education%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Peter%20T.%22%2C%22lastName%22%3A%22Pellitier%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Sierra%20R.%22%2C%22lastName%22%3A%22Castaneda%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Susanne%20C.%22%2C%22lastName%22%3A%22Moser%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Britt%20D.%22%2C%22lastName%22%3A%22Wray%22%7D%5D%2C%22abstractNote%22%3A%22Climate%20emotions%20permeate%20student%20learning%20and%20research%20activities%2C%20but%20their%20influence%20is%20poorly%20understood%20and%20often%20ignored%20in%20higher%20education.%20We%20develop%20recommendations%20for%20instructors%2C%20research%20mentors%20and%20institutional%20leaders%20to%20enhance%20educational%20and%20research%20outcomes%20for%20students%20grappling%20with%20challenging%20climate%20emotions.%22%2C%22date%22%3A%222023%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22pellitierEmbracingClimateEmotions2023%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Fideas.repec.org%5C%2F%5C%2Fa%5C%2Fnat%5C%2Fnatcli%5C%2Fv13y2023i11d10.1038_s41558-023-01838-7.html%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%22%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22MP5YIYGF%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20et%20al.%22%2C%22parsedDate%22%3A%222022-05%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20Suhardiman%2C%20D.%2C%20Langan%2C%20S.%2C%20Merrey%2C%20D.%2C%20%26amp%3B%20Karki%2C%20E.%20%282022%2C%20May%29.%20%26lt%3Bi%26gt%3BContesting%20hydropower%20narratives%20in%20Nepal%3A%20disjunctures%20between%20academic%20literature%20and%20community%20perspectives%26lt%3B%5C%2Fi%26gt%3B.%2072nd%20Annual%20International%20Communication%20Association%20%28ICA%29%20Conference.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Contesting%20hydropower%20narratives%20in%20Nepal%3A%20disjunctures%20between%20academic%20literature%20and%20community%20perspectives%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22D%22%2C%22lastName%22%3A%22Suhardiman%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22S%22%2C%22lastName%22%3A%22Langan%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22D%22%2C%22lastName%22%3A%22Merrey%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22E%22%2C%22lastName%22%3A%22Karki%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%22May%202022%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngContestingHydropowerNarratives2022%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22YKMCHX8A%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Ng%20and%20Ram%22%2C%22parsedDate%22%3A%222022-03%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3B%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20%26amp%3B%20Ram%2C%20N.%20%282022%2C%20March%29.%20%26lt%3Bi%26gt%3BAffective%20sensitivity%20to%20air%20quality%3A%20person-specific%20correlations%20between%20air%20quality%20and%20affective%20states%26lt%3B%5C%2Fi%26gt%3B.%20Society%20for%20Affective%20Science%26%23x2019%3Bs%202022%20Annual%20Meeting.%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22presentation%22%2C%22title%22%3A%22Affective%20sensitivity%20to%20air%20quality%3A%20person-specific%20correlations%20between%20air%20quality%20and%20affective%20states%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22presenter%22%2C%22firstName%22%3A%22Nilam%22%2C%22lastName%22%3A%22Ram%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%22March%202022%22%2C%22sessionTitle%22%3A%22%22%2C%22DOI%22%3A%22%22%2C%22citationKey%22%3A%22ngAffectiveSensitivityAir2022%22%2C%22url%22%3A%22%22%2C%22language%22%3A%22%22%2C%22collections%22%3A%5B%22BYVDMV9G%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%2C%7B%22key%22%3A%22THF5A8AZ%22%2C%22library%22%3A%7B%22id%22%3A5122592%7D%2C%22meta%22%3A%7B%22lastModifiedByUser%22%3A%7B%22id%22%3A12056293%2C%22username%22%3A%22davidbarnstone%22%2C%22name%22%3A%22%22%2C%22links%22%3A%7B%22alternate%22%3A%7B%22href%22%3A%22https%3A%5C%2F%5C%2Fwww.zotero.org%5C%2Fdavidbarnstone%22%2C%22type%22%3A%22text%5C%2Fhtml%22%7D%7D%7D%2C%22creatorSummary%22%3A%22Torous%20et%20al.%22%2C%22parsedDate%22%3A%222020%22%2C%22numChildren%22%3A0%7D%2C%22bib%22%3A%22%26lt%3Bdiv%20class%3D%26quot%3Bcsl-bib-body%26quot%3B%20style%3D%26quot%3Bline-height%3A%202%3B%20padding-left%3A%201em%3B%20text-indent%3A-1em%3B%26quot%3B%26gt%3B%5Cn%20%20%26lt%3Bdiv%20class%3D%26quot%3Bcsl-entry%26quot%3B%26gt%3BTorous%2C%20J.%2C%20Lipschitz%2C%20J.%2C%20%26lt%3Bstrong%26gt%3BNg%2C%20M%26lt%3B%5C%2Fstrong%26gt%3B.%2C%20%26amp%3B%20Firth%2C%20J.%20%282020%29.%20Dropout%20rates%20in%20clinical%20trials%20of%20smartphone%20apps%20for%20depressive%20symptoms%3A%20A%20systematic%20review%20and%20meta-analysis.%20%26lt%3Bi%26gt%3BJournal%20of%20Affective%20Disorders%26lt%3B%5C%2Fi%26gt%3B%2C%20%26lt%3Bi%26gt%3B263%26lt%3B%5C%2Fi%26gt%3B%2C%20413%26%23x2013%3B419.%20%26lt%3Ba%20class%3D%26%23039%3Bzp-DOIURL%26%23039%3B%20href%3D%26%23039%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.jad.2019.11.167%26%23039%3B%26gt%3Bhttps%3A%5C%2F%5C%2Fdoi.org%5C%2F10.1016%5C%2Fj.jad.2019.11.167%26lt%3B%5C%2Fa%26gt%3B%26lt%3B%5C%2Fdiv%26gt%3B%5Cn%26lt%3B%5C%2Fdiv%26gt%3B%22%2C%22data%22%3A%7B%22itemType%22%3A%22journalArticle%22%2C%22title%22%3A%22Dropout%20rates%20in%20clinical%20trials%20of%20smartphone%20apps%20for%20depressive%20symptoms%3A%20A%20systematic%20review%20and%20meta-analysis%22%2C%22creators%22%3A%5B%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22John%22%2C%22lastName%22%3A%22Torous%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Jessica%22%2C%22lastName%22%3A%22Lipschitz%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Michelle%22%2C%22lastName%22%3A%22Ng%22%7D%2C%7B%22creatorType%22%3A%22author%22%2C%22firstName%22%3A%22Joseph%22%2C%22lastName%22%3A%22Firth%22%7D%5D%2C%22abstractNote%22%3A%22%22%2C%22date%22%3A%2202%5C%2F2020%22%2C%22section%22%3A%22%22%2C%22partNumber%22%3A%22%22%2C%22partTitle%22%3A%22%22%2C%22DOI%22%3A%2210.1016%5C%2Fj.jad.2019.11.167%22%2C%22citationKey%22%3A%22torousDropoutRatesClinical2020%22%2C%22url%22%3A%22https%3A%5C%2F%5C%2Flinkinghub.elsevier.com%5C%2Fretrieve%5C%2Fpii%5C%2FS0165032719326060%22%2C%22PMID%22%3A%22%22%2C%22PMCID%22%3A%22%22%2C%22ISSN%22%3A%2201650327%22%2C%22language%22%3A%22en%22%2C%22collections%22%3A%5B%22Y5MJ7DJ5%22%5D%2C%22dateModified%22%3A%222026-02-16T15%3A54%3A20Z%22%7D%7D%5D%7D
Ng, M., Schumacher, A. B., Prestley, R., Herbert, N., Wong-Parodi, G., Morss, R. E., Ram, N., & Demuth, J. (2026, January 28). How Individuals Make Dynamic Behavioral Decisions as a Hurricane Approaches: Evidence from a Longitudinal Field Study in the United States. 106th AMS Annual Meeting. https://ams.confex.com/ams/106ANNUAL/meetingapp.cgi/Paper/471931
Ng, M., Ram, N., Constantino, S., & Geiger, N. (2026). Examining climate emotions that accompany personal experiences of climate change: A dynamic network analysis [Author Accepted Manuscript]. Global Environmental Psychology. https://www.psycharchives.org/index.php/en/item/d0d59a42-ea1d-4e30-9318-5e9871f7586b
Ng, M., Herbert, N., Ram, N., & Wong-Parodi, G. (2025). Examining individuals’ protective behavioral decision-making dynamics over repeated risks of heat waves in the American West. Journal of Risk Research, 28(12), 1420–1443. https://doi.org/10.1080/13669877.2025.2603989
Herbert, N., Ng, M., Demuth, J., Schumacher, A., Walpole, H., Morss, R., & Wong-Parodi, G. (2025). How self-efficacy and response efficacy change with risk and adaptation behaviors during tropical cyclones. Journal of Environmental Psychology, 107, 102781. https://doi.org/10.1016/j.jenvp.2025.102781
Ng, M., Schumacher, A., Herbert, N., Wong-Parodi, G., Ram, N., & Demuth, J. (2025). Examining the Temporal Dynamics of Risk Communication During Extreme Weather Events: Insights From a Scoping Review. Risk Analysis, n/a(n/a). https://doi.org/10.1111/risa.70135
Ng, M., Herbert, N., Ram, N., & Wong-Parodi, G. (2025, June 15). Examining individuals’ psychological, behavioral, and experiential dynamics over repeated exposures to heat waves in the American West [Abstract]. International Conference on Environmental Psychology 2025.
Ng, M., Chi, Y., Ram, N., & Harari, G. (2025, June 12). Physical nature associated with affective well-being, but technological nature falls short: Insights from a longitudinal field study in the United States [Abstract]. 5th Annual International Communication Association Conference.
Ng, M., Chi, Y., Ram, N., & Harari, G. (2025). Physical nature associated with affective well-being, but technological nature falls short: Insights from an intensive longitudinal field study in the United States. Journal of Environmental Psychology, 104, 102611. https://doi.org/10.1016/j.jenvp.2025.102611
Ng, M., Gerstorf, D., Conroy, D. E., Pincus, A. L., & Ram, N. (2024). Affective Sensitivity to Air Pollution (ASAP): Person-specific associations between daily air pollution and affective states. PLOS ONE, 19(8), e0307430. https://doi.org/10.1371/journal.pone.0307430
Ng, M. (2024, June 20). We need to take care of each other”: Individuals’ real-time engagements with climate risk communication during the 2021 Texas winter storm. PhD Mentoring Workshop of the Environmental Communication Division. International Communication Association.
Shi, L., Brandt, A. R., Iancu, D., Mach, K. J., Field, C., Cho, M.-J., Ng, M., Chey, K. J. (Sarah), Ram, N., Robinson, T., & Reeves, B. B. (2024). Climate impacts of digital use supply chains. Environmental Research: Climate. https://doi.org/10.1088/2752-5295/ad22eb
Ng, M., Gerstorf, D., Conroy, D. E., Pincus, A. L., & Ram, N. (2023, June). Affective sensitivity to air pollution (ASAP): person-specific associations between daily air pollution and affective states. International Conference on Environmental Psychology.
Ng, M., Cho, M.-J., Eichstaedt, J., Reeves, B., Robinson, T., & Ram, N. (2023, May). Characterizing “bottom-up” engagement with climate communication with mobile sensing. 73nd Annual International Communication Association (ICA) Conference.
Ng, M., Cho, M.-J., Eichstaedt, J., Reeves, B., Robinson, T., & Ram, N. (2023, April). Leveraging mobile sensing to characterize person-specific engagement with climate communication. Stanford Data Science for Sustainability Conference.
Ng, M., Chi, Y., Cerit, M., Ram, N., & Harari, G. (2023, March). Change in affect as individuals move through physical and digital environments of daily life. Society for Affective Science’s 2023 Annual Meeting.
Pellitier, P. T., Ng, M., Castaneda, S. R., Moser, S. C., & Wray, B. D. (2023). Embracing climate emotions to advance higher education. Nature Climate Change, 13(11), 1148–1150. https://ideas.repec.org//a/nat/natcli/v13y2023i11d10.1038_s41558-023-01838-7.html
Ng, M., Suhardiman, D., Langan, S., Merrey, D., & Karki, E. (2022, May). Contesting hydropower narratives in Nepal: disjunctures between academic literature and community perspectives. 72nd Annual International Communication Association (ICA) Conference.
Ng, M., & Ram, N. (2022, March). Affective sensitivity to air quality: person-specific correlations between air quality and affective states. Society for Affective Science’s 2022 Annual Meeting.
Torous, J., Lipschitz, J., Ng, M., & Firth, J. (2020). Dropout rates in clinical trials of smartphone apps for depressive symptoms: A systematic review and meta-analysis. Journal of Affective Disorders, 263, 413–419. https://doi.org/10.1016/j.jad.2019.11.167