{"id":"W4412983352","doi":"10.1016/j.smrv.2025.102148","title":"Redefining sleep disturbances in bipolar disorder beyond broad constructs","year":2025,"lang":"en","type":"editorial","venue":"Sleep Medicine Reviews","topic":"Sleep and related disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Bipolar disorder; Psychiatry; Sleep (system call); Psychology; Medicine; Neuroscience; Clinical psychology; Mood; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01183098,0.004032137,0.006147108,0.007737665,0.003631997,0.007944346,0.003700942,0.02137891,0.01056843],"category_scores_gemma":[0.03218687,0.001585912,0.003535278,0.003260967,0.003358705,0.005498808,0.00316407,0.02108068,0.005213818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004833385,"about_ca_system_score_gemma":0.00505076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003341585,"about_ca_topic_score_gemma":0.01263009,"domain_scores_codex":[0.9941702,0.001706656,0.001254883,0.0006194818,0.001887124,0.0003618151],"domain_scores_gemma":[0.9656661,0.01758016,0.002598925,0.0007014062,0.009839469,0.003613868],"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":[0.00008618493,0.00001604191,0.00004773217,0.00152687,0.00006827171,0.0001104678,0.00003229575,0.00001900571,0.00005648256,0.0002954041,0.98505,0.01269137],"study_design_scores_gemma":[0.0004041669,0.0001069546,0.001076386,0.006912523,0.0005262498,0.0006541966,0.0001773375,0.0002084857,0.00009953027,0.001714733,0.988067,0.00005244627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002557479,0.04325287,0.00006122081,0.02690741,0.9291991,0.000013997,0.00002504738,0.00001670324,0.0004979788],"genre_scores_gemma":[0.000280405,0.01742579,0.00006632926,0.02229716,0.9582198,0.00002456321,0.00001554038,0.00001291066,0.001657527],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02137891,"threshold_uncertainty_score":0.06256896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286046304771262,"score_gpt":0.3167825989797636,"score_spread":0.303922135932051,"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."}}