{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000222277,0.0003205007,0.0004405065,0.0002309978,0.0001251304,0.00002296861,0.0002353172,0.0002764223,0.003258113],"category_scores_gemma":[0.00005481837,0.0002938155,0.0002381948,0.000282402,0.00008491224,0.0001609332,0.00009007613,0.0003003667,0.0004955842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153431,"about_ca_system_score_gemma":0.0002595843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001375414,"about_ca_topic_score_gemma":0.000002483104,"domain_scores_codex":[0.9979342,0.00006354411,0.0004530571,0.0005351185,0.0004934077,0.00052063],"domain_scores_gemma":[0.9984258,0.00001304219,0.0001205397,0.0006960845,0.0002489706,0.0004955425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00108019,0.0007832429,0.1818974,0.001068187,0.0004839015,0.004679073,0.006641,0.000004177734,0.5407298,0.001913656,0.2040493,0.05667017],"study_design_scores_gemma":[0.002620704,0.0016511,0.01137989,0.00006552279,0.0001928977,0.00006537195,0.002406627,0.000003074783,0.4800038,0.00001801951,0.5010955,0.0004974966],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9294529,0.004889175,0.0003689445,0.00002677248,0.0004685059,0.0005563125,0.0000510944,0.0002684292,0.06391788],"genre_scores_gemma":[0.9895123,0.00001260534,0.002280857,0.004207697,0.0003617575,0.00005620803,0.00007910349,0.00009621239,0.003393223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2970462,"threshold_uncertainty_score":0.9999514,"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."}}