{"id":"W4414313026","doi":"10.58931/cpct.2025.3s0148","title":"Practical Recommendations for Hypnotic Switching in Insomnia Management: A Canadian Expert Clinical Framework","year":2025,"lang":"en","type":"article","venue":"Canadian Primary Care Today","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insomnia; Sleep hygiene; Polysomnography; Hypnotic; Cognitive behavioral therapy for insomnia; Cognition; Sleep (system call); Sleep disorder; Sleep debt","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07229207,0.002264013,0.002943992,0.008318921,0.00932908,0.009940984,0.01407838,0.01667582,0.02791156],"category_scores_gemma":[0.1537768,0.001413057,0.004605161,0.006938139,0.005042365,0.007936725,0.01049518,0.01508668,0.009566458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04205959,"about_ca_system_score_gemma":0.2767686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4038362,"about_ca_topic_score_gemma":0.5919905,"domain_scores_codex":[0.9477887,0.01647238,0.01074131,0.002348274,0.01861257,0.004036758],"domain_scores_gemma":[0.7657996,0.03346409,0.009611169,0.004103711,0.1507349,0.03628648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000539097,0.000376622,0.002155046,0.003336046,0.00006693308,0.0004589689,0.001263382,0.0007966186,0.0001636429,0.008808129,0.703468,0.2790528],"study_design_scores_gemma":[0.0005092072,0.0002348285,0.009527421,0.05229513,0.0002885273,0.0008153646,0.004409207,0.002674083,0.0002366529,0.02007275,0.9085362,0.0004005401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001327407,0.05234432,0.02296856,0.8211097,0.01273306,0.008661256,0.001701327,0.001152753,0.07800165],"genre_scores_gemma":[0.0343006,0.1093008,0.4659605,0.3123409,0.009418865,0.01843388,0.005434222,0.0007787418,0.04403153],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5961638,"threshold_uncertainty_score":0.8029712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03439967668894816,"score_gpt":0.3845632858956312,"score_spread":0.350163609206683,"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."}}