{"id":"W4388655423","doi":"10.2196/51752","title":"Use of Social Media for Health Advocacy for Digital Communities: Descriptive Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Public relations; Dissemination; Process (computing); Best practice; Health care; Political science; Business; Knowledge management; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008329852,0.0002939512,0.0006310278,0.006394319,0.002774152,0.00366906,0.0009997659,0.001012909,0.002449666],"category_scores_gemma":[0.02981479,0.0006402001,0.0006479995,0.005670418,0.001918389,0.005235905,0.003838259,0.001455297,0.0006141423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001928223,"about_ca_system_score_gemma":0.003802521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005805118,"about_ca_topic_score_gemma":0.01217434,"domain_scores_codex":[0.9945751,0.002266308,0.0009918351,0.0004361189,0.00113916,0.0005915378],"domain_scores_gemma":[0.9684437,0.01928431,0.006986089,0.001016345,0.003185369,0.001084232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001760075,0.0005942241,0.6014469,0.00339821,0.0001025125,0.001360737,0.3399988,0.00005575868,0.0007796795,0.002675229,0.003085571,0.04632638],"study_design_scores_gemma":[0.00001727431,0.0003605791,0.2875981,0.002240543,0.0001314785,0.001809576,0.678958,0.0004720976,0.0006083583,0.0006760445,0.02704727,0.00008070286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913395,0.001449396,0.0005868754,0.0005666823,0.00001770268,0.0005955665,0.001210436,0.00001382552,0.004219955],"genre_scores_gemma":[0.992249,0.002254786,0.001858866,0.000483604,0.00003470465,0.001147231,0.0007768107,0.00003260595,0.001162543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008329852,"threshold_uncertainty_score":0.04405302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5999950517694344,"score_gpt":0.5951742302258436,"score_spread":0.004820821543590759,"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."}}