{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04129977,0.001495978,0.00170299,0.002257189,0.009134338,0.01915001,0.005771508,0.02172888,0.02505015],"category_scores_gemma":[0.05848241,0.0009643744,0.002371711,0.00251766,0.00840939,0.02507403,0.02919464,0.02814061,0.003468078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014224,"about_ca_system_score_gemma":0.05660969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01423382,"about_ca_topic_score_gemma":0.02141092,"domain_scores_codex":[0.9753187,0.01308982,0.001167123,0.001114198,0.003818292,0.005491842],"domain_scores_gemma":[0.9397452,0.026755,0.001874633,0.002366493,0.005862743,0.02339592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001277335,0.0004325164,0.003125245,0.001721263,0.0002175548,0.0009566885,0.005849116,0.001891204,0.001310201,0.3294964,0.4282277,0.2266443],"study_design_scores_gemma":[0.0001250228,0.0003994087,0.004579931,0.003618908,0.0001575177,0.001351138,0.02982009,0.002973117,0.0005318715,0.3333715,0.6228841,0.0001874747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002348637,0.005899861,0.004443418,0.9720181,0.005912399,0.00006264279,0.0000752862,0.0001300876,0.009109549],"genre_scores_gemma":[0.2224557,0.0439521,0.06853192,0.6226059,0.02625645,0.0008932448,0.0007623834,0.0004853214,0.01405693],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04129977,"threshold_uncertainty_score":0.2184167,"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."}}