{"id":"W4380450119","doi":"10.4187/respcare.09866","title":"Automated Oxygen Titration During CPAP and Noninvasive Ventilation in Healthy Subjects With Induced Hypoxemia","year":2023,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Hypoxemia; Titration; Anesthesia; Oxygenation; Ventilation (architecture); Crossover study; Oxygen; Oxygen therapy; COPD; Internal 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":[0.001648635,0.0004944389,0.0007193763,0.0001875532,0.0002990861,0.0003306069,0.0002579444,0.0005818862,0.0006715094],"category_scores_gemma":[0.002149691,0.0002509235,0.0002797913,0.0001354285,0.0005475221,0.0002471666,0.0003054669,0.0005197807,0.00009381377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002126784,"about_ca_system_score_gemma":0.0004278785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005845761,"about_ca_topic_score_gemma":0.0006725451,"domain_scores_codex":[0.9992676,0.0003633027,0.00005196654,0.0001009748,0.0001243493,0.00009180293],"domain_scores_gemma":[0.9990032,0.0004423427,0.0002218862,0.00006319884,0.00006751204,0.0002018973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4437431,0.0600871,0.193493,0.001698651,0.001208642,0.0008249859,0.001710988,0.002033358,0.155211,0.0001560763,0.0007406319,0.1390926],"study_design_scores_gemma":[0.02217623,0.5779337,0.3863445,0.00005536982,0.000408956,0.0004611647,0.0002388369,0.002393216,0.008851956,0.0001102224,0.0009802048,0.00004555153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994855,0.0001564731,0.0001789785,0.000009021623,0.00001244767,0.0000669707,0.00001281243,0.000004019556,0.00007377239],"genre_scores_gemma":[0.9988706,0.00009890255,0.0005807714,0.00007499395,0.00003944357,0.0001752014,0.00005827115,0.000001800928,0.0001000644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001648635,"threshold_uncertainty_score":0.008718908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0265391381278296,"score_gpt":0.2914124026711932,"score_spread":0.2648732645433636,"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."}}