{"id":"W3006710561","doi":"10.1177/1363461519898035","title":"Global Mental Health: Interdisciplinary challenges for a field in motion","year":2020,"lang":"en","type":"article","venue":"Transcultural Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mental health; Psychological intervention; Global mental health; Reflexivity; Sociology; Engineering ethics; Construct (python library); Interdisciplinarity; Field (mathematics); Psychology; Social science; Psychotherapist; Computer science; 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":[0.04363403,0.001583343,0.003457072,0.003505552,0.01469308,0.02936299,0.00441293,0.02421927,0.008322497],"category_scores_gemma":[0.03221442,0.0008296504,0.002178538,0.002939738,0.04776041,0.0337048,0.02633951,0.04847132,0.002288202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008630263,"about_ca_system_score_gemma":0.02484389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002892215,"about_ca_topic_score_gemma":0.005956372,"domain_scores_codex":[0.9743893,0.01536043,0.001252566,0.002478384,0.004168108,0.002351224],"domain_scores_gemma":[0.9078436,0.06660806,0.002305842,0.003157624,0.00719487,0.01289007],"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":[0.00009175466,0.0001562646,0.001026013,0.003075752,0.0001281804,0.0007036607,0.04069944,0.0002806919,0.0003942589,0.2857295,0.5271677,0.1405468],"study_design_scores_gemma":[0.00003047546,0.00006092027,0.0006482162,0.004200384,0.00004414457,0.0005028363,0.047404,0.0001944747,0.00007882052,0.2925374,0.654214,0.00008439265],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0006354044,0.06294005,0.001181411,0.8950136,0.03708908,0.00001224081,0.00001869278,0.00003164689,0.003077833],"genre_scores_gemma":[0.06514065,0.2137097,0.008587278,0.5092113,0.1961529,0.000210253,0.0001233706,0.0003029026,0.006561661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04363403,"threshold_uncertainty_score":0.2307615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07243878820325418,"score_gpt":0.4159896974038615,"score_spread":0.3435509092006074,"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."}}