{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.01556909,0.0002156161,0.0002267293,0.001218406,0.007709076,0.003514015,0.005356938,0.0001067855,0.00006422273],"category_scores_gemma":[0.004903423,0.0002045173,0.00002842041,0.01021361,0.0152905,0.01371195,0.001202383,0.0004853298,0.00004947892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002559405,"about_ca_system_score_gemma":0.003663396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00294295,"about_ca_topic_score_gemma":0.02002449,"domain_scores_codex":[0.995868,0.0005800875,0.0004477474,0.0005177009,0.001827938,0.0007584976],"domain_scores_gemma":[0.9941101,0.0006749838,0.0003779586,0.002530658,0.002058815,0.000247455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001329754,0.0002587227,0.236441,0.00009862563,0.00000553434,2.669189e-7,0.13247,0.00005864791,0.001870303,0.533211,0.0003753373,0.09507765],"study_design_scores_gemma":[0.0007061121,0.000106552,0.9133923,0.001463238,0.00001430344,0.00000364,0.0510562,0.003740714,0.0002730426,0.002646834,0.02611395,0.0004831151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8286074,0.001366884,0.0006503465,0.05291504,0.0002775786,0.001320641,0.00001779881,0.0002101523,0.1146342],"genre_scores_gemma":[0.9797312,0.01756648,0.001204185,0.001235706,0.00001179346,0.0001288636,0.0000180688,0.000005035831,0.00009864366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6769513,"threshold_uncertainty_score":0.9978575,"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). Scores rank; they never assert a category."}}