{"id":"W2134323286","doi":"10.4187/respcare.00977","title":"Leak Profile Inspection During Nasal Continuous Positive Airway Pressure","year":2011,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Canadian Sleep & Circadian Network; Mount Sinai Hospital","funders":"","keywords":"Medicine; Leak; Continuous positive airway pressure; Obstructive sleep apnea; Anesthesia; Polysomnography; Sleep apnea; Apnea; 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":[0.0005773335,0.0002922325,0.0003543662,0.0006478427,0.0002683252,0.0004791154,0.0002085122,0.0003198732,0.0004906862],"category_scores_gemma":[0.004121476,0.0002019566,0.0002340414,0.0004084712,0.0003129886,0.0003912525,0.0004762264,0.0003327692,0.0001354714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002472854,"about_ca_system_score_gemma":0.0002416308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850594,"about_ca_topic_score_gemma":0.001808929,"domain_scores_codex":[0.9993598,0.0001893549,0.00009222516,0.0001004585,0.0001879001,0.00007037411],"domain_scores_gemma":[0.9975888,0.0006608581,0.001041897,0.0001217044,0.0003837128,0.0002030087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001050684,0.00008042378,0.9620237,0.0001163812,0.00005102339,0.002102664,0.0009147057,0.00024834,0.01701688,0.00001681038,0.0001423257,0.01623598],"study_design_scores_gemma":[0.00001798197,0.0008866365,0.9836318,0.00002461902,0.00004794057,0.006745895,0.0004077294,0.001535955,0.006415252,0.00002828858,0.0002418867,0.00001601407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985952,0.0001972209,0.0008748369,0.00001254955,0.000003969294,0.0000176809,0.00006160526,0.00002112348,0.0002159414],"genre_scores_gemma":[0.9992822,0.00005326714,0.0005233589,0.00001212086,0.000003515054,0.000006849993,0.00006532249,0.000003080363,0.00005026153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001850594,"threshold_uncertainty_score":0.003679693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191183064658406,"score_gpt":0.2747875972010816,"score_spread":0.2528757665544975,"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."}}