{"id":"W4405494181","doi":"10.1080/10810730.2024.2439468","title":"Fear in Media Headlines Increases Public Risk Perceptions but Decreases Preventive Behaviors: A Multi-Country Study During the COVID-19 Pandemic","year":2024,"lang":"en","type":"article","venue":"Journal of Health Communication","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Mass media; Risk perception; Public health; Perception; Coronavirus disease 2019 (COVID-19); Psychology; News media; Scale (ratio); Outbreak; Environmental health; Social psychology; Disease; Geography; Medicine; Advertising; Infectious disease (medical specialty); Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005045036,0.0001670017,0.0003591657,0.0005481084,0.0007424779,0.0001043206,0.0006498288,0.0001101083,0.0004825411],"category_scores_gemma":[0.0008573402,0.0001243391,0.0001827994,0.0005822557,0.0001438414,0.0004091328,0.0001152645,0.001323408,0.00003599943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000878787,"about_ca_system_score_gemma":0.0009113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02854151,"about_ca_topic_score_gemma":0.03417918,"domain_scores_codex":[0.9931127,0.004458683,0.001546309,0.0002024465,0.0003101205,0.000369749],"domain_scores_gemma":[0.996879,0.001034005,0.0007995494,0.0007010292,0.0002077106,0.0003787516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001383797,0.004276978,0.9614506,0.00007917954,0.00005764919,0.00001783434,0.01647671,0.000008250551,0.00001801471,0.00009334386,0.001466673,0.01591644],"study_design_scores_gemma":[0.001467707,0.0004424237,0.9603172,0.0003644346,0.00008886808,0.0003839682,0.03500069,0.00004429684,3.641609e-7,0.0000794948,0.001708223,0.0001023309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671813,0.02743364,0.0001786893,0.003793022,0.0004111323,0.0008283074,0.0001000384,0.00006224459,0.00001158395],"genre_scores_gemma":[0.9940242,0.004818175,0.0003020148,0.0003912828,0.0001166891,0.0001808212,0.00004072088,0.00002561383,0.0001004683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02684287,"threshold_uncertainty_score":0.9834445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1595210274414121,"score_gpt":0.4876014713869546,"score_spread":0.3280804439455425,"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."}}