{"id":"W2022284552","doi":"10.1371/journal.pmed.1001434","title":"Grand Challenges in Global Mental Health: Integration in Research, Policy, and Practice","year":2013,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":222,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University","funders":"Fogarty International Center; National Institute of Mental Health","keywords":"Mental health; Grand Challenges; Global health; Medicine; Health policy; Public health; Environmental health; Political science; Engineering ethics; Psychiatry; Nursing; Engineering","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":[0.03090992,0.001178777,0.002070268,0.002581771,0.007389816,0.01993209,0.002579828,0.01843519,0.01240975],"category_scores_gemma":[0.03334485,0.0006776846,0.001435904,0.004205524,0.0227432,0.02507054,0.02269683,0.02273266,0.001179734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009263185,"about_ca_system_score_gemma":0.03765939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007369368,"about_ca_topic_score_gemma":0.01604666,"domain_scores_codex":[0.9818491,0.01158018,0.0006715929,0.0007284377,0.002205166,0.002965514],"domain_scores_gemma":[0.9558598,0.02860245,0.001679112,0.001533213,0.003057027,0.009268371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001147046,0.0002423119,0.004794979,0.003054657,0.0002269735,0.0009071808,0.01733489,0.00088778,0.0006024487,0.4963195,0.2460897,0.229425],"study_design_scores_gemma":[0.00006198697,0.0001895497,0.005913073,0.005143051,0.0001056567,0.0007480598,0.06477893,0.0004682361,0.000269458,0.5287399,0.3934732,0.0001088546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001638827,0.03705149,0.001162608,0.9477935,0.004437543,0.00001461986,0.00002818383,0.00002925592,0.007843854],"genre_scores_gemma":[0.2497502,0.2208315,0.01120908,0.4833459,0.02722922,0.0002921414,0.0002115693,0.0002179093,0.006912558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03090992,"threshold_uncertainty_score":0.1634692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3778829581904842,"score_gpt":0.5544013461248437,"score_spread":0.1765183879343595,"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."}}