{"id":"W4404366066","doi":"10.3389/ijph.2024.1607394","title":"Proposing a Conceptual Framework: Social Media Infodemic Listening for Public Health Behaviors","year":2024,"lang":"en","type":"article","venue":"International Journal of Public Health","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Waterloo","funders":"Government of Ontario","keywords":"Active listening; Conceptual framework; Public health; Social media; Conceptual model; Health communication; The Conceptual Framework; Computer science; Data science; Psychology; Knowledge management; Management science; Sociology; Social science; Medicine; World Wide Web; Communication; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.01896895,0.001346321,0.0006333871,0.01357323,0.005081676,0.01082602,0.004217843,0.005246093,0.005541649],"category_scores_gemma":[0.01626431,0.0005966884,0.001200268,0.007341248,0.03446149,0.01554642,0.007407171,0.004341048,0.0005106547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009433376,"about_ca_system_score_gemma":0.01685372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00682916,"about_ca_topic_score_gemma":0.004947389,"domain_scores_codex":[0.9901707,0.006395406,0.0005144739,0.001248584,0.001127639,0.0005432669],"domain_scores_gemma":[0.9798397,0.01221721,0.0022785,0.0008042227,0.003013053,0.001847242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001043268,0.00006371429,0.00261838,0.0001578707,0.00001290895,0.00008398863,0.014873,0.0003704954,0.00008461444,0.9742287,0.001422421,0.006073424],"study_design_scores_gemma":[0.0000707882,0.0001132037,0.004429481,0.001126756,0.00006589941,0.0003643823,0.05812418,0.006334177,0.0002575415,0.8919458,0.03709542,0.00007235413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.108429,0.006785613,0.3882451,0.2797844,0.001142903,0.002100878,0.001493662,0.0005035143,0.2115149],"genre_scores_gemma":[0.8557316,0.002346461,0.1296853,0.006436356,0.0003314186,0.002070259,0.0004827743,0.00005322907,0.002862465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01896895,"threshold_uncertainty_score":0.1003186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1988767740005095,"score_gpt":0.4650318067102787,"score_spread":0.2661550327097691,"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."}}