{"id":"W4400837660","doi":"10.3389/frhs.2024.1456603","title":"Editorial: World mental health day 2022: key drivers of risk to mental health services and innovative solutions","year":2024,"lang":"en","type":"editorial","venue":"Frontiers in Health Services","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of Toronto; Institute for Work & Health; Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Key (lock); Psychology; Business; Environmental health; Medicine; Psychiatry; Computer science; Computer security","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":[0.01272262,0.005623761,0.006395732,0.005613152,0.005623779,0.01530321,0.005143677,0.02675441,0.02515664],"category_scores_gemma":[0.05410292,0.002191678,0.004463302,0.003048296,0.003701542,0.008540268,0.003368001,0.03163669,0.01678471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005016454,"about_ca_system_score_gemma":0.00863483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003825819,"about_ca_topic_score_gemma":0.01149849,"domain_scores_codex":[0.9891381,0.002124719,0.001277562,0.001104135,0.005454776,0.0009007186],"domain_scores_gemma":[0.9541379,0.01713732,0.004195955,0.001011103,0.01665689,0.006860842],"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":[0.0000162846,0.000008058305,0.00001777156,0.00009851726,0.0000139796,0.00004863614,0.000007695531,0.000009398257,0.00001067367,0.00009528689,0.9985221,0.001151586],"study_design_scores_gemma":[0.0001832113,0.00004227367,0.0004803414,0.001125366,0.0001441894,0.0002662586,0.0001308226,0.0002186237,0.00008398084,0.001869623,0.9953999,0.00005552293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000199643,0.002489524,0.00006182848,0.04781289,0.9483793,0.00002053717,0.00008817738,0.00004177206,0.001086045],"genre_scores_gemma":[0.0002477503,0.001912015,0.0000550433,0.02763836,0.96472,0.0000292461,0.00004487716,0.00003704896,0.005315653],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02675441,"threshold_uncertainty_score":0.08415735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025072920830698,"score_gpt":0.3424572155281903,"score_spread":0.3322064863198833,"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."}}