{"id":"W4386471383","doi":"10.13078/jsm.230014","title":"Performance Accuracy of Wrist-Worn Oximetry and Its Automated Output Parameters for Screening Obstructive Sleep Apnea in Children","year":2023,"lang":"en","type":"article","venue":"Journal of Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Stan Perron Charitable Foundation; Australian and New Zealand College of Anaesthetists","keywords":"Medicine; Polysomnography; Obstructive sleep apnea; Receiver operating characteristic; Logistic regression; Odds ratio; Confidence interval; Pulse oximetry; Likelihood ratios in diagnostic testing; Apnea; Area under the curve; Sleep apnea; Diagnostic odds ratio; Internal medicine; Physical therapy; Anesthesia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00175298,0.0002842263,0.001081703,0.001626079,0.00008353008,0.00001127348,0.0002774113,0.000165889,0.00003112025],"category_scores_gemma":[0.00391499,0.0002156757,0.0001488034,0.001426871,0.0003259636,0.0003750736,0.0001140045,0.0007123079,0.000004972467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001364678,"about_ca_system_score_gemma":0.00004573764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002436789,"about_ca_topic_score_gemma":0.000001284248,"domain_scores_codex":[0.9967973,0.0001023134,0.001216928,0.0003121049,0.001014526,0.0005567773],"domain_scores_gemma":[0.9968119,0.0009664493,0.0008209752,0.0002536117,0.0007915306,0.0003555363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003698899,0.0001883968,0.6963665,0.0007179158,0.001283178,0.0001505956,0.001647501,0.0005927768,0.01873336,0.00003652783,0.0003193122,0.2762651],"study_design_scores_gemma":[0.009788005,0.002022745,0.8402835,0.0006142562,0.000318299,0.0006273775,0.001255047,0.1386334,0.006224007,0.00003900718,0.00002724766,0.0001671453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957854,0.001076918,0.0006591439,0.001140755,0.0002819931,0.0008865311,0.00002014608,0.00006478915,0.00008430544],"genre_scores_gemma":[0.995587,0.0002037529,0.003654625,0.00009166387,0.0003420306,0.0000145142,0.00002549562,0.00005201158,0.00002893275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2760979,"threshold_uncertainty_score":0.8795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03401623504151614,"score_gpt":0.3266884895532899,"score_spread":0.2926722545117738,"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."}}