{"id":"W4411683338","doi":"10.1111/jsr.70127","title":"Stepped‐Care Management of Insomnia: Treatment Choices Guided by a Patient Decision Aid in a Pragmatic Nonrandomized Clinical Trial Setting","year":2025,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec; Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Insomnia; Intervention (counseling); Psychiatry; Psychology","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":[0.03248326,0.002366546,0.003443725,0.001343738,0.00144258,0.001851244,0.001786408,0.003919056,0.01064768],"category_scores_gemma":[0.05072497,0.001433975,0.00324775,0.001045241,0.002443925,0.002284654,0.002016871,0.003083881,0.001061491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001729931,"about_ca_system_score_gemma":0.00528736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008797232,"about_ca_topic_score_gemma":0.001976181,"domain_scores_codex":[0.9517971,0.04208286,0.002390946,0.001313654,0.001394694,0.00102074],"domain_scores_gemma":[0.9729531,0.01640402,0.004583961,0.002133034,0.001331565,0.002594414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8736177,0.06725482,0.001350714,0.003028122,0.00230924,0.0001527869,0.0007494553,0.001622543,0.0007859837,0.001430995,0.001364701,0.04633302],"study_design_scores_gemma":[0.838809,0.1544707,0.0008649622,0.0001913501,0.0005129511,0.00003008228,0.0001126824,0.002031868,0.0002037177,0.001633064,0.001097927,0.00004176874],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6726288,0.001886584,0.01185996,0.002024187,0.001615629,0.3036816,0.0008890269,0.0003156735,0.005098637],"genre_scores_gemma":[0.6544315,0.0006259824,0.03850928,0.00173274,0.0005072665,0.3023378,0.0002980339,0.00002655352,0.001530881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03248326,"threshold_uncertainty_score":0.17179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05882045784865441,"score_gpt":0.4825227221199448,"score_spread":0.4237022642712904,"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."}}