{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004320014,0.0001689072,0.0002985462,0.0002907151,0.0001710024,0.0000196368,0.0001392005,0.000074069,0.0007710831],"category_scores_gemma":[0.00003265654,0.000153399,0.0000716752,0.0004496798,0.00002739666,0.0001479658,0.00007103556,0.0003592524,0.00001917056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00039537,"about_ca_system_score_gemma":0.0005720998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008342531,"about_ca_topic_score_gemma":0.00005390845,"domain_scores_codex":[0.998113,0.0001826067,0.000330178,0.0003968568,0.0006780401,0.0002993079],"domain_scores_gemma":[0.9990693,0.00001759241,0.00009758543,0.0005030118,0.00009721096,0.0002153358],"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":[0.008617633,0.002245615,0.2347793,0.001907016,0.0002816735,0.01141627,0.0141857,0.0008346809,0.4815297,0.009815763,0.003935213,0.2304514],"study_design_scores_gemma":[0.01699019,0.02663889,0.156191,0.0004211486,0.0003902488,0.0003089581,0.04545058,0.001051078,0.113638,0.0005809339,0.6366895,0.001649484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974402,0.0002767121,0.0001039461,0.00005254665,0.0002089033,0.0005979504,0.0000181423,0.0001480624,0.001153513],"genre_scores_gemma":[0.9971734,6.676804e-7,0.0008343651,0.001475438,0.0001076437,0.0002104352,0.00006158542,0.0000482736,0.00008819358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6327543,"threshold_uncertainty_score":0.844282,"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."}}