{"id":"W6903688905","doi":"10.1192/j.eurpsy.2023.91","title":"Changing Media Coverage of Mental Illness and Suicide: Results from a Multi-Year Canadian Action Research Study","year":2023,"lang":"en","type":"article","venue":"PubMed Central","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mental illness; Stigma (botany); Presentation (obstetrics); Mental health; Journalism; Social media; Prejudice (legal term); Media coverage; Narrative","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01260405,0.001085856,0.00142527,0.005550391,0.01349708,0.00471207,0.002628553,0.001828688,0.002020541],"category_scores_gemma":[0.02198218,0.001310165,0.001791377,0.008028629,0.003098112,0.001991542,0.005036787,0.003357057,0.0005593701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06755769,"about_ca_system_score_gemma":0.0824755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9861403,"about_ca_topic_score_gemma":0.992433,"domain_scores_codex":[0.992436,0.002214518,0.0006831969,0.0005680589,0.002127059,0.00197113],"domain_scores_gemma":[0.973251,0.004295476,0.00363482,0.001126232,0.01272337,0.004969068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005547858,0.002044298,0.6443855,0.0007280012,0.0001912374,0.000742993,0.3074625,0.0001506696,0.0005105747,0.0004301533,0.004351887,0.03844746],"study_design_scores_gemma":[0.00005978964,0.0003719055,0.7692285,0.0004267644,0.0001030835,0.0001135351,0.2235167,0.0002179816,0.0001642887,0.00006857296,0.00558735,0.0001415894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940757,0.0004935683,0.0001322964,0.0008542474,0.0000324734,0.0008384341,0.00169792,0.00001201806,0.001863486],"genre_scores_gemma":[0.9866952,0.002488096,0.001463873,0.001339676,0.00003882577,0.001632823,0.001938993,0.00003127561,0.004371406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06755769,"threshold_uncertainty_score":0.4901676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1611874639590324,"score_gpt":0.4153810702804224,"score_spread":0.25419360632139,"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."}}