{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001053106,0.0001935211,0.0002819959,0.0002021025,0.0001971468,0.00001913735,0.0001229285,0.0001704815,0.0005756222],"category_scores_gemma":[0.0001235763,0.0001803221,0.0001163045,0.0002435685,0.0001665485,0.0001715507,0.0001028256,0.0004538585,0.00022338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002540108,"about_ca_system_score_gemma":0.00009333237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005978657,"about_ca_topic_score_gemma":0.00003440363,"domain_scores_codex":[0.99835,0.000121732,0.0002221361,0.0004359247,0.0004695877,0.000400633],"domain_scores_gemma":[0.9986669,0.00001983869,0.00007784701,0.0004096648,0.0006141636,0.0002116036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00226101,0.0003263433,0.286623,0.0009780474,0.000539256,0.0009529284,0.01360124,0.000002663983,0.6766084,0.0005299099,0.0005691021,0.01700804],"study_design_scores_gemma":[0.001737653,0.0007131067,0.4464832,0.00007406835,0.00008771695,0.00003759647,0.003467571,0.000004886824,0.5448838,0.00000432021,0.002328195,0.0001778091],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433177,0.001404177,0.00002396218,0.00002078719,0.000200945,0.0009090056,0.00005818197,0.000265506,0.05379981],"genre_scores_gemma":[0.9985852,0.000002481148,0.0001440092,0.00009488577,0.0003702739,0.00007732085,0.00001621237,0.00005574415,0.0006538242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1598602,"threshold_uncertainty_score":0.7353321,"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."}}