{"id":"W4308835066","doi":"10.4187/respcare.10389","title":"Mechanical Ventilation in ARDS With an Automatic Resuscitator","year":2022,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Mitacs; University of Toronto","keywords":"Medicine; ARDS; Tidal volume; Plateau pressure; Ventilation (architecture); Positive end-expiratory pressure; Mechanical ventilation; Anesthesia; Intensive care; Respiratory physiology; Lung; Respiratory system; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001293187,0.0005531483,0.0007241254,0.000297998,0.0002252447,0.0003099408,0.0004570434,0.000414786,0.001564797],"category_scores_gemma":[0.0008255076,0.0001096022,0.0004059283,0.0001441972,0.0007542249,0.0004214303,0.0003749641,0.0005863285,0.0001717067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216762,"about_ca_system_score_gemma":0.0003967352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009811081,"about_ca_topic_score_gemma":0.0001482217,"domain_scores_codex":[0.9994368,0.0002249477,0.00006284676,0.00007139491,0.0001099192,0.00009412209],"domain_scores_gemma":[0.9993148,0.0001847609,0.0002042311,0.0001040604,0.0000606853,0.0001315773],"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":[0.2401897,0.02353542,0.07715522,0.002846326,0.0007957898,0.002073956,0.000440233,0.002576878,0.4290282,0.001179421,0.001517938,0.218661],"study_design_scores_gemma":[0.01969677,0.7524833,0.1262769,0.0003880822,0.000649829,0.004090447,0.0002738947,0.004322124,0.08300093,0.0005267359,0.00821281,0.00007816763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9974716,0.0009670494,0.0009447274,0.00007951648,0.00005098182,0.0001319025,0.00004570442,0.00001873471,0.0002898996],"genre_scores_gemma":[0.9947753,0.001031149,0.003059587,0.0001298841,0.0002002889,0.0003976083,0.0001849086,0.000006041455,0.0002151973],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001564797,"threshold_uncertainty_score":0.006839097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303200560963686,"score_gpt":0.2908812050299189,"score_spread":0.267849199420282,"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."}}