{"id":"W4413471831","doi":"10.1007/s42650-025-00097-5","title":"Across the Ages: Mental Health and Coping Resources among LGBTQ2 + Canadians in Adulthood","year":2025,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bruyère; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Mental health; Coping (psychology); Psychology; Demography; Gerontology; Clinical psychology; Medicine; Psychiatry; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004617847,0.0001218568,0.0002243011,0.0003373286,0.0006624437,0.00003580836,0.000121229,0.00008875236,0.00001203476],"category_scores_gemma":[0.0001372776,0.000114305,0.00002060162,0.0004743345,0.0001766668,0.00007337635,0.00003366227,0.0002171953,0.000007055222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001327352,"about_ca_system_score_gemma":0.0002172751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9874415,"about_ca_topic_score_gemma":0.9987704,"domain_scores_codex":[0.9984723,0.0002338255,0.0003610529,0.0002596893,0.00007306428,0.0006000405],"domain_scores_gemma":[0.9994009,0.00008486964,0.00008074241,0.0002056129,0.00002369989,0.0002042156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000635926,0.000005555904,0.9093753,0.0001607643,0.00002069011,0.000008615055,0.05953385,0.000006854198,3.349932e-8,0.001757811,0.02401711,0.005107037],"study_design_scores_gemma":[0.0004101239,0.00001944638,0.9630324,0.0001200139,0.000004144989,0.000002360344,0.02819408,0.00001752001,1.329164e-8,0.0005142801,0.007597715,0.00008791605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961649,0.01276822,5.640168e-7,0.01951293,0.001125154,0.0004970587,0.00006393979,0.00001262065,0.004370515],"genre_scores_gemma":[0.9918159,0.0008922803,0.000005887792,0.004842615,0.0001072323,0.00005344455,0.00003363907,0.00001014105,0.002238924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05365706,"threshold_uncertainty_score":0.5095048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04022393350506526,"score_gpt":0.4183200488288157,"score_spread":0.3780961153237504,"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."}}