{"id":"W2133382217","doi":"10.4187/respcare.00815","title":"Optimal PEEP Guided by Esophageal Balloon Manometry","year":2011,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Transpulmonary pressure; Oxygenation; Oxygenation index; Mechanical ventilation; Anesthesia; Balloon; Nuclear medicine; Internal medicine; Lung volumes; Lung","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":[0.0002045537,0.000428866,0.000684217,0.0004461811,0.0003765551,0.0003664002,0.0003684231,0.001144121,0.0003957806],"category_scores_gemma":[0.001449588,0.0001472995,0.0001948345,0.0001834281,0.0003691676,0.0005328831,0.0004010578,0.0009972507,0.0001947925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200718,"about_ca_system_score_gemma":0.0002418006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003493645,"about_ca_topic_score_gemma":0.0005732791,"domain_scores_codex":[0.9998223,0.00004577091,0.00002505128,0.00003486251,0.00003182813,0.00004020913],"domain_scores_gemma":[0.9997912,0.00006174472,0.00002709974,0.00001771371,0.00002816046,0.00007412384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"observational","study_design_scores_codex":[0.005083779,0.0009329297,0.268619,0.0005113981,0.000116913,0.3321241,0.0009305855,0.003758635,0.1708129,0.001806695,0.007570156,0.2077328],"study_design_scores_gemma":[0.000673492,0.006881378,0.3966651,0.0003355219,0.0001923029,0.462409,0.001124146,0.02811855,0.07673161,0.004383614,0.02231716,0.0001681772],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624552,0.00667167,0.01894294,0.004272746,0.0004092763,0.0001731167,0.00019697,0.0005421443,0.006336064],"genre_scores_gemma":[0.9914764,0.001074053,0.005860447,0.0007952593,0.000177303,0.00004500536,0.00007602666,0.00002269785,0.0004728045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001144121,"threshold_uncertainty_score":0.00145632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0422104217508129,"score_gpt":0.2826561656244412,"score_spread":0.2404457438736283,"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."}}