{"id":"W4281785069","doi":"10.1007/s00134-022-06724-y","title":"Partition of respiratory mechanics in patients with acute respiratory distress syndrome and association with outcome: a multicentre clinical study","year":2022,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":false,"ca_institutions":"Muscular Dystrophy Canada; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; ARDS; Transpulmonary pressure; Plateau pressure; Mechanical ventilation; Mean airway pressure; Respiratory physiology; Internal medicine; Receiver operating characteristic; Cardiology; Tidal volume; Intubation; Anesthesia; Respiratory system; 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":[0.001641329,0.001030749,0.001777621,0.001031857,0.001194405,0.001527035,0.0008501403,0.001694982,0.001373678],"category_scores_gemma":[0.004083896,0.0005212863,0.001337016,0.001742142,0.001283667,0.00160439,0.001304664,0.001238797,0.0003540704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007476524,"about_ca_system_score_gemma":0.000804826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001995657,"about_ca_topic_score_gemma":0.001882429,"domain_scores_codex":[0.9984095,0.0006132802,0.0001724721,0.0003443244,0.0001911745,0.0002694186],"domain_scores_gemma":[0.995967,0.0008515812,0.001481086,0.000319842,0.0004087525,0.0009716453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001858085,0.0004083779,0.9958858,0.00002554832,0.000182135,0.0001869188,0.0002185448,0.00004811197,0.0003002543,0.00001616624,0.000049289,0.0008207685],"study_design_scores_gemma":[0.0001188467,0.002194881,0.9965889,0.00000866682,0.00008511334,0.0003166307,0.0004163127,0.0001188063,0.00004072811,0.00002557817,0.00006790366,0.00001748873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996184,0.000124737,0.00003717567,0.00001435306,0.000004879782,0.00002175499,0.0000667347,0.00000107432,0.0001108231],"genre_scores_gemma":[0.999496,0.00007081663,0.00005278126,0.00002671871,0.00002468988,0.00003765974,0.0002244313,0.000001377611,0.00006558774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001995657,"threshold_uncertainty_score":0.008680284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306882903808041,"score_gpt":0.325461542969301,"score_spread":0.2947732525884968,"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."}}