{"id":"W4394979159","doi":"10.1093/sleep/zsae067.01082","title":"1082 Accreditation of Home Sleep Apnea Testing in British Columbia, Canada: The Types of Nonconformance","year":2024,"lang":"en","type":"article","venue":"SLEEP","topic":"Delphi Technique in Research","field":"Social Sciences","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); Emergency medicine; Medical emergency; Medical education; Anesthesia; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001063766,0.00003236694,0.00009919798,0.00004413548,0.00009354384,0.00009862915,0.0003178724,0.00004792977,0.0000782383],"category_scores_gemma":[0.0007427277,0.0000414865,0.0000209214,0.0008557739,0.0002142739,0.0001456359,0.00005172873,0.0001452346,0.000002895606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448748,"about_ca_system_score_gemma":0.0006790115,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9697574,"about_ca_topic_score_gemma":0.9945152,"domain_scores_codex":[0.9988981,0.0000752636,0.0002227162,0.0001060393,0.0004983359,0.0001995003],"domain_scores_gemma":[0.9991682,0.0004656541,0.00005656571,0.0001081399,0.0001706741,0.00003080345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000006708166,0.00005466813,0.248516,0.0003461871,0.00003602898,0.00008821444,0.007462422,0.0002358197,0.0007019581,0.001844448,0.01751974,0.7231878],"study_design_scores_gemma":[0.0005188535,0.0002657513,0.8618398,0.001164738,0.00004652231,0.00001572336,0.02628848,0.0362137,0.001203005,0.0129078,0.05891972,0.0006158579],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775834,0.0006144815,0.00009018683,0.0008960487,0.000440686,0.0003569321,0.00003522848,0.00005289183,0.01993015],"genre_scores_gemma":[0.9991451,0.00002196482,0.0002810525,0.00002260477,0.00008277569,0.00002333769,0.000002235305,0.000006839181,0.0004140807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.722572,"threshold_uncertainty_score":0.169177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0439537405791447,"score_gpt":0.3401623693533117,"score_spread":0.296208628774167,"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."}}