{"id":"W3210409384","doi":"10.1093/eurpub/ckab164.022","title":"Magic bullet for public mental health: is cheap also cheerful?","year":2021,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mental health; Magic bullet; Public health; Pandemic; Health care; Psychiatry; Global mental health; Mental health law; Medicine; Health policy; Psychology; Public relations; Disease; Political science; Coronavirus disease 2019 (COVID-19); Nursing; Infectious disease (medical specialty); Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009787392,0.0005259885,0.001209067,0.00134391,0.006910285,0.01294401,0.001446963,0.009418211,0.04008259],"category_scores_gemma":[0.03024973,0.0003240785,0.0006983359,0.0009239893,0.01734333,0.01890338,0.007711703,0.01572564,0.005415061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004402514,"about_ca_system_score_gemma":0.006886011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003384703,"about_ca_topic_score_gemma":0.004869388,"domain_scores_codex":[0.9903138,0.005817308,0.0002430656,0.0004181487,0.001905763,0.001301881],"domain_scores_gemma":[0.9754153,0.01216248,0.001437197,0.00137122,0.002821958,0.006791748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000119922,0.0002564984,0.001588937,0.000822177,0.0000630067,0.0003712154,0.005465518,0.00009700416,0.000349067,0.1464619,0.7320933,0.1123114],"study_design_scores_gemma":[0.00007484696,0.0002143977,0.003342787,0.004580176,0.00005377792,0.000644234,0.0237856,0.0001878688,0.0003398733,0.1772953,0.7893777,0.0001034548],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001277669,0.009465314,0.000324755,0.9746285,0.005997077,0.000009431797,0.00002125756,0.00002641641,0.008249631],"genre_scores_gemma":[0.1570207,0.04184279,0.001702363,0.7506145,0.02343735,0.0001171925,0.00007450757,0.0001813531,0.02500927],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04008259,"threshold_uncertainty_score":0.1340896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1799252981626534,"score_gpt":0.4103706706092357,"score_spread":0.2304453724465823,"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."}}