{"id":"W2115191121","doi":"10.1371/journal.pmed.1001448","title":"Grand Challenges: Integrating Mental Health Services into Priority Health Care Platforms","year":2013,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":364,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Institute of Mental Health; Wellcome Trust; Sanofi","keywords":"Mental health; Perspective (graphical); Health care; Grand Challenges; Mental health care; Medicine; Nursing; Engineering ethics; Public relations; Computer science; Political science; Engineering; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003221867,0.0002989769,0.0006192368,0.0001388142,0.0006004195,0.00001745038,0.0002650458,0.00009691788,0.001651103],"category_scores_gemma":[0.000006854695,0.0001961493,0.00004483047,0.0001585844,0.00009657546,0.0002410024,0.00006303109,0.0003044773,0.0003761298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004005391,"about_ca_system_score_gemma":0.000052194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01898535,"about_ca_topic_score_gemma":0.004577612,"domain_scores_codex":[0.9976888,0.00009840533,0.0006746011,0.0004787478,0.0003990222,0.000660477],"domain_scores_gemma":[0.9986346,0.00007967457,0.0003490743,0.0003771498,0.00006723323,0.0004923151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001045755,0.0004869093,0.005259425,0.003579961,0.0001389172,0.000007223205,0.4307515,3.245492e-8,0.00002734705,0.002033161,0.007423898,0.5501871],"study_design_scores_gemma":[0.018035,0.0110845,0.09001862,0.008702937,0.00007692286,0.00006804278,0.8439186,0.0001464007,0.0001604149,0.003461658,0.02332592,0.001000969],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8513431,0.08291259,0.000009622153,0.04848293,0.001601662,0.002971722,0.00001971886,0.0002254511,0.01243322],"genre_scores_gemma":[0.9888631,0.00242119,0.0003547486,0.006779589,0.0006029012,0.0002597955,0.0003476854,0.00003624443,0.000334775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5491861,"threshold_uncertainty_score":0.9992615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0424795456515016,"score_gpt":0.3801849132842257,"score_spread":0.3377053676327241,"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."}}