{"id":"W2292205818","doi":"10.1155/2013/376545","title":"Optimal Oxygen Titration in Patients with Chronic Obstructive Pulmonary Disease: A Role for Automated Oxygen Delivery?","year":2013,"lang":"en","type":"review","venue":"Canadian Respiratory Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; COPD; Intensive care medicine; Oxygen delivery; Hypercapnia; Oxygen therapy; Hyperoxia; Hypoxemia; Oxygen; Lung; Cardiology; Anesthesia; Internal medicine; Respiratory system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003267931,0.0006652194,0.001419135,0.001248235,0.000284877,0.000143126,0.0003387438,0.0005026856,0.0004588945],"category_scores_gemma":[0.00007117527,0.0005274908,0.0004529686,0.0004248374,0.00007971212,0.0003899113,0.00002633998,0.0008726608,0.00009730114],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003331983,"about_ca_system_score_gemma":0.01685401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004397134,"about_ca_topic_score_gemma":0.002914061,"domain_scores_codex":[0.9967732,0.0001750829,0.0009974117,0.0006037556,0.0004914876,0.0009591033],"domain_scores_gemma":[0.9960694,0.00003781742,0.0006056321,0.0004758382,0.0005444943,0.002266852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003268282,0.0001524929,0.004615877,0.005456426,0.0005633173,0.001449113,0.00006078589,0.00005125318,0.000009569902,0.00004818506,0.004083506,0.9831827],"study_design_scores_gemma":[0.0015498,0.0007183783,0.01472267,0.004585427,0.0008453054,0.000108666,0.00003267103,0.0001618916,0.000001418637,0.00001318984,0.9766757,0.000584916],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01225736,0.9821924,0.00003024055,0.00002170043,0.0003932907,0.004349822,0.0004115323,0.00007723102,0.0002664305],"genre_scores_gemma":[0.007456155,0.9651378,0.004374444,0.003263738,0.006462694,0.004394052,0.004602161,0.001632594,0.002676412],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9825977,"threshold_uncertainty_score":0.9997177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02240276573178643,"score_gpt":0.2684590737832273,"score_spread":0.2460563080514409,"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."}}