{"id":"W2912354430","doi":"10.1001/jama.2019.0555","title":"Effect of Titrating Positive End-Expiratory Pressure (PEEP) With an Esophageal Pressure–Guided Strategy vs an Empirical High PEEP-F <scp>io</scp> <sub>2</sub> Strategy on Death and Days Free From Mechanical Ventilation Among Patients With Acute Respiratory Distress Syndrome","year":2019,"lang":"en","type":"article","venue":"JAMA","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":459,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; St. Joseph's Hospital","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; ARDS; Positive end-expiratory pressure; Mechanical ventilation; Clinical endpoint; Anesthesia; Fraction of inspired oxygen; Randomized controlled trial; Surgery; Internal medicine; 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"],"consensus_categories":[],"category_scores_codex":[0.0005933162,0.0006901355,0.001103814,0.0002009522,0.0001679388,0.0001522377,0.000338016,0.0005797574,0.00004260537],"category_scores_gemma":[0.00009760518,0.0005153549,0.0001178258,0.0002286637,0.0001597759,0.001037542,0.0001080678,0.0007682734,0.000008176455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006184628,"about_ca_system_score_gemma":0.0002547216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001018264,"about_ca_topic_score_gemma":0.00007934876,"domain_scores_codex":[0.995558,0.0006500819,0.0007096421,0.001202384,0.001257369,0.0006225248],"domain_scores_gemma":[0.9969451,0.0003293658,0.0005925423,0.001107847,0.0003911681,0.0006339201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009064427,0.001789473,0.8736571,0.0007851523,0.002184595,0.001777953,0.0008496513,0.0005320119,0.09859844,0.0006835947,0.0002667035,0.009810902],"study_design_scores_gemma":[0.009262565,0.03795021,0.677211,0.0004107937,0.001287029,0.00002991491,0.0001118251,0.0006330239,0.2727272,0.00007298987,0.00003746049,0.0002660167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963231,0.0001283143,0.0001535251,0.0000088296,0.0001366337,0.001987479,0.000815535,0.000133739,0.0003128191],"genre_scores_gemma":[0.9980888,0.000002175559,0.0002311202,0.0001836854,0.0001925024,0.00008368583,0.0010126,0.0001292463,0.00007616122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1964461,"threshold_uncertainty_score":0.9997298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017311238396147,"score_gpt":0.2559149300642887,"score_spread":0.2457418176803273,"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."}}