{"id":"W6939953932","doi":"10.6084/m9.figshare.c.6584063","title":"Mechanical ventilation in patients with cardiogenic pulmonary edema: a sub-analysis of the LUNG SAFE study","year":2024,"lang":"en","type":"other","venue":"Digital Commons-TMC (Texas Medical Center)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Mechanical ventilation; Plateau pressure; Confidence interval; Pulmonary edema; Tidal volume; Prospective cohort study; Mean airway pressure; Lung; Respiratory failure","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002102088,0.0003068105,0.0006651156,0.0001382701,0.00004385988,0.00008706681,0.0005751045,0.0002759946,0.004441592],"category_scores_gemma":[0.0001620903,0.0001079573,0.0004789397,0.001298022,0.00003115522,0.00008215555,0.0003008869,0.0005093328,0.0002052779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005585125,"about_ca_system_score_gemma":0.00002265089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005381328,"about_ca_topic_score_gemma":0.003120789,"domain_scores_codex":[0.9974223,0.0001844437,0.0005287485,0.000485933,0.00108253,0.0002960089],"domain_scores_gemma":[0.9988842,0.000471036,0.0002232837,0.0002114104,0.00004223107,0.0001678201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001568468,0.001365365,0.9481274,0.00003426811,0.001229377,0.00004245461,0.00001768081,0.000001512411,0.000004207829,0.00006326059,0.04623168,0.002725945],"study_design_scores_gemma":[0.0004680278,0.0005898484,0.783131,0.001682199,0.00203678,0.00001737749,0.0001556611,0.0003135013,0.000007819929,0.00009085439,0.2107943,0.0007126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7383295,0.00140045,0.000007817458,0.0003598252,0.00116483,0.001916043,0.01342448,0.000148559,0.2432484],"genre_scores_gemma":[0.9883724,0.00004462147,9.317062e-7,0.00005090559,0.0001125505,0.00002061515,0.004076876,0.00001759262,0.007303529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500428,"threshold_uncertainty_score":0.9964685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006735466135318166,"score_gpt":0.2065260099811156,"score_spread":0.1997905438457975,"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."}}