{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002326275,0.0002451123,0.001322873,0.0004022202,0.00034986,0.00004768916,0.000409149,0.00009463877,0.004662628],"category_scores_gemma":[0.00004519817,0.0001842311,0.0003371666,0.00008433036,0.0002266964,0.0005512624,0.00006337764,0.0008009819,0.00002598878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002888806,"about_ca_system_score_gemma":0.00129015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002961834,"about_ca_topic_score_gemma":0.0002004821,"domain_scores_codex":[0.9947389,0.0003107366,0.002694373,0.0001601115,0.001608233,0.0004876463],"domain_scores_gemma":[0.9945589,0.0002027165,0.00414314,0.0001906323,0.0004101033,0.0004945557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003557602,0.003623043,0.1098935,0.003288083,0.000579757,0.0000618598,0.6461305,0.00004416414,0.003165388,0.05406888,0.1471877,0.02839949],"study_design_scores_gemma":[0.03210935,0.01765333,0.07551281,0.02098856,0.0003253204,0.00188491,0.2650193,0.0003491437,0.008949904,0.01089582,0.5643501,0.001961487],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810141,0.002855723,0.000006154567,0.006411474,0.006202141,0.0004714493,0.0002579929,0.000007275894,0.002773715],"genre_scores_gemma":[0.9944984,0.00194372,0.0001706522,0.00171846,0.001000826,0.000002291443,0.00003154387,0.00002866897,0.0006054748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4171624,"threshold_uncertainty_score":0.9962472,"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."}}