{"id":"W3203558465","doi":"10.2196/28962","title":"Machine Learning Applications in Mental Health and Substance Use Research Among the LGBTQ2S+ Population: Scoping Review","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; Women's College Hospital; Public Health Ontario; University of Toronto; Canadian Institutes of Health Research; University of Waterloo; Sunnybrook Health Science Centre; Government of Canada; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; University of Toronto","keywords":"PsycINFO; CINAHL; Transgender; Mental health; Population; MEDLINE; Lesbian; Medicine; Psychiatry; Psychology; Clinical psychology; Psychological intervention; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.01385167,0.001172163,0.004015689,0.01324399,0.0009399108,0.004308847,0.001924112,0.003316892,0.004678188],"category_scores_gemma":[0.06350876,0.0008491805,0.00508938,0.01309236,0.001322775,0.003560286,0.001985512,0.002367062,0.0007737221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003834521,"about_ca_system_score_gemma":0.01476033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00794629,"about_ca_topic_score_gemma":0.01531523,"domain_scores_codex":[0.9927839,0.00325513,0.002024551,0.0004058904,0.001338412,0.0001920244],"domain_scores_gemma":[0.9001152,0.09055249,0.004137274,0.0006943113,0.004228014,0.0002727538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007886266,0.00004719112,0.001132333,0.5783058,0.002022809,0.0001248738,0.0004532086,0.0007129432,0.0001504336,0.002951672,0.009583252,0.4044366],"study_design_scores_gemma":[0.00003584642,0.00006308817,0.001785728,0.9123899,0.004390132,0.0002305496,0.0003144564,0.0005086301,0.0001576707,0.002240082,0.07785305,0.00003088228],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002397336,0.9974354,0.000386299,0.0009356544,0.0002104831,0.0001243148,0.00008824625,0.00001223537,0.0005676097],"genre_scores_gemma":[0.002488146,0.9955214,0.001079902,0.0003897343,0.0001359782,0.0002134396,0.00007078934,0.000004552939,0.00009599872],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01385167,"threshold_uncertainty_score":0.07325554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1206865113614081,"score_gpt":0.5048943799068927,"score_spread":0.3842078685454845,"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."}}