{"id":"W3031802645","doi":"10.1093/sleep/zsaa056.597","title":"0600 Automated Oximetric Versus Standard Sleep Polygraphy Scoring","year":2020,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Medicine; Apnea; Limits of agreement; Confidence interval; Mean difference; Polysomnography; Anesthesia; Bland–Altman plot; Internal medicine; Cardiology; Nuclear medicine","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":[0.008810472,0.0003777913,0.000400474,0.0009354647,0.0001467242,0.0008205492,0.0005847686,0.0004070229,0.002860825],"category_scores_gemma":[0.02082555,0.0002130482,0.0002696007,0.0005486204,0.000363549,0.0005203843,0.0006492888,0.0002592366,0.0007275376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004133053,"about_ca_system_score_gemma":0.0003296954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137432,"about_ca_topic_score_gemma":0.001735062,"domain_scores_codex":[0.9921771,0.004526477,0.0006648008,0.0007638369,0.001715814,0.0001519836],"domain_scores_gemma":[0.9827377,0.009685282,0.002443499,0.001603225,0.003178004,0.0003522458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0141677,0.0007112865,0.5624653,0.0005156332,0.0007576014,0.0001724428,0.0006332227,0.004914757,0.02297138,0.001034065,0.004402242,0.3872543],"study_design_scores_gemma":[0.0006246374,0.005688558,0.8906107,0.0001034722,0.0002579523,0.0009422664,0.0002204492,0.07952835,0.01703176,0.0007628519,0.004133327,0.00009568762],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969204,0.0004096071,0.02217845,0.0001057882,0.0001518045,0.0004043357,0.0009435586,0.0005371754,0.006065314],"genre_scores_gemma":[0.983383,0.00008510761,0.01391897,0.00009965681,0.00005649775,0.0002467014,0.0004764657,0.00004525725,0.001688371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008810472,"threshold_uncertainty_score":0.0465948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03828890084265813,"score_gpt":0.318078846797187,"score_spread":0.2797899459545288,"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."}}