{"id":"W4410501911","doi":"10.1093/sleep/zsaf090.1350","title":"1350 Types of Nonconformance in the Accreditation of Home Sleep Apnea Testing in British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"SLEEP","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Physicians and Surgeons of Ontario","funders":"","keywords":"Accreditation; Medicine; Sleep apnea; Sleep (system call); Gerontology; Emergency medicine; Medical education; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01031767,0.0002944749,0.0002847206,0.003581439,0.00434014,0.002002385,0.002672167,0.0007699482,0.002429811],"category_scores_gemma":[0.0313334,0.0005966605,0.0003285824,0.003607688,0.001780393,0.0005378977,0.002821522,0.0009487217,0.0002274487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04985752,"about_ca_system_score_gemma":0.07672697,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.969905,"about_ca_topic_score_gemma":0.984405,"domain_scores_codex":[0.978265,0.003697165,0.001885705,0.001204324,0.01167611,0.003271656],"domain_scores_gemma":[0.9262284,0.009698036,0.01059484,0.0020321,0.0445125,0.006934093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001270204,0.0001137295,0.9242405,0.0002661224,0.00003820069,0.0006134622,0.008630705,0.0002516041,0.00107195,0.0002758646,0.00495675,0.05941403],"study_design_scores_gemma":[0.000004511497,0.00006408012,0.9841043,0.0002426,0.000008312264,0.000144336,0.01031495,0.0004357762,0.0003912691,0.00003697612,0.00422483,0.00002798236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985139,0.001168192,0.0005718476,0.001470058,0.00006185535,0.0003584964,0.0007800781,0.0000448841,0.01040559],"genre_scores_gemma":[0.9957303,0.0004127825,0.0007117225,0.0003487419,0.000007403665,0.00007842603,0.000417082,0.00001261808,0.002280789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04985752,"threshold_uncertainty_score":0.3617434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573598196287916,"score_gpt":0.3072979172215835,"score_spread":0.2915619352587043,"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."}}