{"id":"W3023917119","doi":"10.1097/cce.0000000000000118","title":"Personalized Ventilation to Multiple Patients Using a Single Ventilator: Description and Proof of Concept","year":2020,"lang":"en","type":"article","venue":"Critical Care Explorations","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; University of British Columbia; University Health Network","funders":"","keywords":"Exhalation; Ventilation (architecture); Tidal volume; Medicine; Mechanical ventilation; Respiratory system; Lung; Anesthesia; Respiratory physiology; Biomedical engineering; Internal medicine; Engineering; Mechanical engineering","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":[0.001488433,0.0009914885,0.0005821383,0.0002691425,0.0002634379,0.0006708298,0.001955716,0.00150268,0.002732639],"category_scores_gemma":[0.0009552367,0.0003627624,0.0006144301,0.0001372716,0.0004226475,0.0009812289,0.0007276887,0.0008469373,0.0007705094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002781463,"about_ca_system_score_gemma":0.0007053669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002238936,"about_ca_topic_score_gemma":0.0001634552,"domain_scores_codex":[0.9989648,0.0001625248,0.00006579218,0.000205018,0.0004792557,0.0001227692],"domain_scores_gemma":[0.9994127,0.00009175901,0.0001179743,0.0000923375,0.0001725259,0.0001128401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007342551,0.001342929,0.001772638,0.001753953,0.0001355134,0.0008170988,0.0001502915,0.004167486,0.9209223,0.001984329,0.003116178,0.063103],"study_design_scores_gemma":[0.001580778,0.02138981,0.006221565,0.0001740921,0.0002193464,0.004419092,0.0001149906,0.03759251,0.8778296,0.0009205283,0.04935366,0.0001840598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3687619,0.003405921,0.6048617,0.001646253,0.0007350524,0.01016319,0.001208608,0.002808579,0.006408688],"genre_scores_gemma":[0.5554938,0.001368637,0.4307775,0.0008468906,0.0002131629,0.006263269,0.0008410945,0.0001678726,0.004027692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002732639,"threshold_uncertainty_score":0.009141564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1428294834235295,"score_gpt":0.3274762169871905,"score_spread":0.184646733563661,"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."}}