{"id":"W4402631200","doi":"10.1016/j.sleep.2024.09.032","title":"Sleep apnea-specific hypoxic burden and pulse rate response in children using high flow nasal cannula therapy compared with continuous positive airway pressure","year":2024,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Nasal cannula; Continuous positive airway pressure; Medicine; Cannula; Sleep apnea; Anesthesia; Airway; Obstructive sleep apnea; Pulse (music); Surgery","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":[0.0003450997,0.0001806815,0.0004212369,0.0001164733,0.00009731091,0.0002303865,0.0001732536,0.0002849314,0.0008353131],"category_scores_gemma":[0.001835509,0.00009451343,0.0004623981,0.0001777684,0.000188738,0.0003629894,0.000201437,0.0005250243,0.00007441687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002703093,"about_ca_system_score_gemma":0.0003402205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002675552,"about_ca_topic_score_gemma":0.00344491,"domain_scores_codex":[0.9997769,0.0000669717,0.00001798424,0.00004045986,0.00004750264,0.00005016589],"domain_scores_gemma":[0.9991605,0.0003504583,0.0002546267,0.00002694703,0.00003733539,0.0001701718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0392383,0.001451109,0.9173259,0.0002381987,0.0007300189,0.000291241,0.0006147651,0.0007081507,0.008840795,0.0001001137,0.0003588873,0.03010247],"study_design_scores_gemma":[0.0001516053,0.006168536,0.9921922,0.00001176005,0.0001272421,0.000088702,0.0002806904,0.000263601,0.0005412715,0.000008843007,0.0001606383,0.000004951766],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995227,0.000203018,0.00002594002,0.00001623681,0.000008099966,0.000004898791,0.00004834389,0.000001527248,0.0001693134],"genre_scores_gemma":[0.9995849,0.0001156378,0.00005223479,0.00001345913,0.000008769829,0.00001134867,0.00007806214,0.000001185662,0.0001343937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002675552,"threshold_uncertainty_score":0.005319893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413554193546071,"score_gpt":0.2746915403130908,"score_spread":0.2605559983776301,"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."}}