{"id":"W4399454037","doi":"10.1093/aje/kwae107","title":"Improving prevalence estimates of mental health and well-being indicators among sexual minority men: a propensity-weighting approach","year":2024,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Global Health Care Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre; University of Victoria; Simon Fraser University; Institute for Work & Health; BC Centre for Disease Control; Public Health Ontario; University of Toronto","funders":"","keywords":"Mental health; Propensity score matching; Weighting; Demography; Medicine; Environmental health; Psychology; Psychiatry; Gerontology; Clinical psychology; Statistics; Mathematics; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04702709,0.001169614,0.001332324,0.003973294,0.001051173,0.001673374,0.001761771,0.0009831286,0.003784044],"category_scores_gemma":[0.1276705,0.0007199027,0.003400899,0.004346778,0.0007207401,0.001725352,0.003157303,0.001510865,0.0007186394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016672,"about_ca_system_score_gemma":0.002042247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01758584,"about_ca_topic_score_gemma":0.01161727,"domain_scores_codex":[0.9714743,0.02151411,0.002309152,0.002714448,0.001509441,0.0004785586],"domain_scores_gemma":[0.9717995,0.01108805,0.004486904,0.008164498,0.004074705,0.0003863935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007123009,0.0003883735,0.589904,0.001111802,0.006926342,0.000300454,0.002512163,0.0224509,0.00143918,0.02722507,0.01299112,0.3340383],"study_design_scores_gemma":[0.001001119,0.001774373,0.4597521,0.001802423,0.008169387,0.001191798,0.002616764,0.3253925,0.00534344,0.1217331,0.07069262,0.0005304125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1451501,0.001549623,0.8435723,0.001343415,0.0003557965,0.002904161,0.00274469,0.0005023395,0.001877527],"genre_scores_gemma":[0.6398903,0.000924628,0.3492986,0.0007375022,0.0002456741,0.003696215,0.003182508,0.0001617384,0.001862805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04702709,"threshold_uncertainty_score":0.248706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396896291703312,"score_gpt":0.4107662794976514,"score_spread":0.3710766503273202,"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."}}