{"id":"W2943019159","doi":"10.1080/09638237.2019.1608934","title":"Media coverage of mental illness: a comparison of citizen journalism vs. professional journalism portrayals","year":2019,"lang":"en","type":"article","venue":"Journal of Mental Health","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Toronto Metropolitan University; McGill University; Douglas Mental Health University Institute","funders":"Mental Health Commission; Canadian Institutes of Health Research; Commission de la santé mentale du Canada","keywords":"Mental illness; Mainstream; Journalism; Citizen journalism; CLIPS; Stigma (botany); Tone (literature); Mental health; Psychology; Media studies; Sociology; Psychiatry; Political science; Medicine; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003402024,0.0002867783,0.0003503486,0.004766682,0.001140131,0.002827997,0.0004547002,0.0004973045,0.003135084],"category_scores_gemma":[0.02693004,0.0001846722,0.0003930295,0.002883135,0.001425826,0.001241203,0.001498966,0.0005461507,0.000255664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001469107,"about_ca_system_score_gemma":0.0009595265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03207785,"about_ca_topic_score_gemma":0.04188558,"domain_scores_codex":[0.9974096,0.0009557518,0.0002491614,0.0001879856,0.0009391292,0.0002583784],"domain_scores_gemma":[0.977192,0.01277133,0.005575624,0.0004736962,0.002989783,0.0009975525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004138063,0.0004664854,0.8319464,0.001346332,0.0004725309,0.0002411949,0.1066754,0.0001095452,0.007030998,0.0006605234,0.001162067,0.04575046],"study_design_scores_gemma":[0.00002326523,0.000284104,0.962241,0.0001797168,0.0001175464,0.00009142603,0.03506974,0.000164584,0.0005663218,0.00007469629,0.001167739,0.00001988114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934275,0.0003561663,0.0001309666,0.0001021865,0.00003030085,0.000108558,0.0004182198,0.000006776792,0.005419408],"genre_scores_gemma":[0.9979343,0.0003675141,0.0002324191,0.00009232085,0.0000604876,0.0001587145,0.0004505866,0.00001597424,0.0006877096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03207785,"threshold_uncertainty_score":0.06378227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126941487699912,"score_gpt":0.3466504620955227,"score_spread":0.3053810472185236,"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."}}