{"id":"W4415383471","doi":"10.1177/10755470251376615","title":"Public Communication about Science in 68 Countries: Global Evidence on How People Encounter and Engage with Information about Science","year":2025,"lang":"en","type":"article","venue":"Science Communication","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University; University of Victoria; University of Alberta","funders":"European and Developing Countries Clinical Trials Partnership; Centre for Research in the Arts, Social Sciences and Humanities, University of Cambridge; Economic and Social Research Council; HORIZON EUROPE Framework Programme; Kementerian Pendidikan, Kebudayaan, Riset, dan Teknologi; Centre for Marine Socioecology; National Science and Technology Council; Austrian Science Fund; Lembaga Pengelola Dana Pendidikan; Fundación Española para la Ciencia y la Tecnología; NOMIS Stiftung; Uniwersytet Łódzki; Government of Alberta; Fédération Wallonie-Bruxelles; Universitetet i Bergen; Universidad Peruana Cayetano Heredia; Universität zu Lübeck; Univerzita Karlova v Praze; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Research University Higher School of Economics; United States Agency for International Development; Universität Wien; Quadrature Climate Foundation; Uniwersytet Warszawski; Aston University; Aarhus Universitets Forskningsfond; European Commission; Fundação de Amparo à Pesquisa do Estado de São Paulo; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Aarhus Universitet; Victoria University of Wellington; City University of Hong Kong; Direktion für Entwicklung und Zusammenarbeit; University of Tasmania; Harvard University; Agentúra na Podporu Výskumu a Vývoja; Bundesamt für Energie; Australian Research Council; University of Warwick; Sloan School of Management, Massachusetts Institute of Technology; John Templeton Foundation; Bundesministerium für Bildung und Forschung; Boston University; Massachusetts Institute of Technology; Social Sciences and Humanities Research Council of Canada; Turun Yliopisto; Branco Weiss Fellowship – Society in Science; Universität Hamburg; California Institute of Technology; Carleton College; Vetenskapsrådet; Fundação para a Ciência e a Tecnologia; Uniwersytet Śląski w Katowicach; Bill and Melinda Gates Foundation; Harvey Mudd College; Trinity Western University; Agence Nationale de la Recherche; Université Catholique de Louvain; National Science Foundation; UK Research and Innovation; University of Delaware","keywords":"Science communication; Social media; Collectivism; Public awareness of science; Digital media; Social science education; Information science; Science education; Media coverage","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003507825,0.0002546027,0.0003844788,0.002896688,0.0008258577,0.001770122,0.0002642071,0.0006661961,0.004054519],"category_scores_gemma":[0.01487804,0.0003056996,0.0003550684,0.00516,0.001288162,0.002457667,0.002169706,0.0009131203,0.0005494014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004062238,"about_ca_system_score_gemma":0.0005104576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007660283,"about_ca_topic_score_gemma":0.006824197,"domain_scores_codex":[0.997107,0.00152821,0.0003455007,0.0003362781,0.0003731258,0.0003098746],"domain_scores_gemma":[0.9652774,0.01695478,0.01323618,0.001560527,0.001949877,0.001021224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001257499,0.00005731142,0.9429272,0.0005766441,0.0001391159,0.0001359333,0.02446982,0.0001024495,0.0003171646,0.0004292311,0.001941748,0.02877764],"study_design_scores_gemma":[0.000008772787,0.00006197203,0.9725249,0.0002476936,0.00005485084,0.0001443202,0.02248659,0.000068551,0.0001479537,0.0001530643,0.004081212,0.00002015419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892907,0.001642239,0.0001409239,0.0006330381,0.00001652829,0.00001238828,0.001457704,0.000008349698,0.006798283],"genre_scores_gemma":[0.997775,0.001148365,0.00008433664,0.0001463503,0.00001252277,0.00001295553,0.0006058044,0.000004615406,0.000210055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9982299,"threshold_uncertainty_score":0.01855135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2304537929023409,"score_gpt":0.4333475890653385,"score_spread":0.2028937961629976,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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