{"id":"W4390994103","doi":"10.1289/isee.2023.sa-051","title":"Toxic cocktail of media and politics: an emerging challenge in public health","year":2023,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Politics; Public health; Public opinion; Ideology; Consumption (sociology); Mass media; Environmental health; Social media; Political science; Political communication; News media; Survey data collection; Public relations; Medicine; Sociology; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.01531161,0.0005290015,0.001117144,0.003108398,0.003461742,0.01510921,0.0009884406,0.003783651,0.01327275],"category_scores_gemma":[0.02190148,0.0005458284,0.0007014818,0.004611562,0.009184334,0.01479933,0.00587436,0.005568351,0.001209294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002883737,"about_ca_system_score_gemma":0.005565875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003546475,"about_ca_topic_score_gemma":0.006909951,"domain_scores_codex":[0.992781,0.00467308,0.0002658806,0.0005388164,0.001154468,0.0005867367],"domain_scores_gemma":[0.9337518,0.0531483,0.004854363,0.001404168,0.003587356,0.003254107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003445551,0.0004207297,0.1172254,0.003757877,0.0003152692,0.001097371,0.01836,0.0007791549,0.001505206,0.1163768,0.1148093,0.6250083],"study_design_scores_gemma":[0.00005990337,0.000536864,0.1296363,0.009776872,0.000226738,0.002107569,0.09610122,0.001870935,0.001104215,0.1845794,0.5737626,0.0002373403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0522066,0.1536279,0.005028084,0.7574123,0.004102656,0.00006028144,0.0007188573,0.0001497401,0.02669355],"genre_scores_gemma":[0.5864503,0.2461275,0.008991889,0.1289811,0.02134791,0.0002129667,0.0004603379,0.0001725985,0.007255439],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01531161,"threshold_uncertainty_score":0.08097655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6880801134736811,"score_gpt":0.4899149193914092,"score_spread":0.1981651940822719,"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."}}