{"id":"W4361002269","doi":"10.1097/ccm.0000000000005844","title":"Limiting Dynamic Driving Pressure in Patients Requiring Mechanical Ventilation*","year":2023,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Toronto General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Mechanical ventilation; Intensive care; Observational study; Confounding; Ventilation (architecture); Psychological intervention; Pressure support ventilation; Emergency medicine; Intensive care medicine; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003982863,0.0001764901,0.0004131759,0.0003021001,0.00009050419,0.00001144631,0.00009925184,0.000155974,0.0003261018],"category_scores_gemma":[0.002344931,0.0001518054,0.00007170952,0.0005016078,0.0001086242,0.00010901,0.0000947258,0.0003649862,0.00007562477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008177927,"about_ca_system_score_gemma":0.0000588784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003512355,"about_ca_topic_score_gemma":0.000009374055,"domain_scores_codex":[0.997991,0.00005295995,0.0004773309,0.000393593,0.0005937713,0.000491327],"domain_scores_gemma":[0.9989194,0.0002109055,0.00003708905,0.0002945532,0.0002487369,0.0002893214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006416318,0.0003904166,0.8091247,0.004097103,0.00009748743,0.001946871,0.004659311,0.00002573925,0.03235441,0.01547408,0.002411799,0.1287764],"study_design_scores_gemma":[0.01260517,0.005259462,0.9109906,0.005975538,0.0008815183,0.00004895064,0.01761666,0.008620857,0.004646389,0.003113979,0.02931957,0.0009213089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921451,0.0005646874,0.0008101211,0.002139699,0.001036956,0.00047361,0.000005359367,0.0002956455,0.002528791],"genre_scores_gemma":[0.9984196,0.00001175284,0.0003208032,0.0005018318,0.0002710736,0.00002864056,0.0001461011,0.00004066038,0.0002594685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1278551,"threshold_uncertainty_score":0.6190444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0264127676525994,"score_gpt":0.3367102855875427,"score_spread":0.3102975179349433,"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."}}