{"id":"W4414057630","doi":"10.1186/s40359-025-03314-7","title":"LGBTQ + Affirmative CBT: a hierarchical linear model of longitudinal outcomes and mechanisms of change","year":2025,"lang":"en","type":"article","venue":"BMC Psychology","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Planned Parenthood Toronto; Public Health Ontario; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Canada Research Chairs; Public Health Agency; Public Health Agency of Canada","keywords":"Multilevel model; Linear model; Psychological research; Longitudinal data; Research design; Longitudinal study","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008935696,0.001177076,0.001092793,0.001145953,0.001019606,0.001537173,0.002154953,0.0009783757,0.00774307],"category_scores_gemma":[0.007101605,0.0005992457,0.002093057,0.001194351,0.0007701651,0.001183392,0.00159405,0.002038279,0.0008067079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00321279,"about_ca_system_score_gemma":0.004887072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0502121,"about_ca_topic_score_gemma":0.03062444,"domain_scores_codex":[0.9961361,0.002846069,0.00008314824,0.000453774,0.0001906028,0.000290253],"domain_scores_gemma":[0.9970578,0.001771115,0.0004984965,0.0001846937,0.0002620706,0.0002258294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005089855,0.004444094,0.7488614,0.001005658,0.003315576,0.0004034558,0.01099894,0.04348604,0.001246017,0.01963056,0.01277792,0.1487404],"study_design_scores_gemma":[0.001079889,0.005949974,0.2862157,0.0008239379,0.002163063,0.0003369781,0.004522129,0.6619894,0.0006483694,0.02699204,0.009119831,0.0001586756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949632,0.001018349,0.03647924,0.004752289,0.0002243248,0.001564018,0.0023336,0.0005256565,0.003470414],"genre_scores_gemma":[0.9687912,0.0004349703,0.02283846,0.0002680546,0.00003519654,0.002644411,0.00113861,0.00003586774,0.003813189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0502121,"threshold_uncertainty_score":0.09983963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1660611387206747,"score_gpt":0.4301923859782499,"score_spread":0.2641312472575752,"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."}}