{"id":"W3111761847","doi":"10.1186/s13613-020-00782-5","title":"Reliability and limits of transport-ventilators to safely ventilate severe patients in special surge situations","year":2020,"lang":"en","type":"article","venue":"Annals of Intensive Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Ventilation (architecture); Medicine; Acute respiratory distress; Intensive care; Anesthesia; Environmental science; Intensive care medicine; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007928045,0.0001147064,0.0004113315,0.0001025086,0.00001559057,0.000001837103,0.00005223258,0.00007508928,0.00008949517],"category_scores_gemma":[0.001331873,0.0001076961,0.0001353405,0.0002294323,0.00004336206,0.00006499529,0.00002164502,0.0001024479,0.000005165641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001102775,"about_ca_system_score_gemma":0.00008186733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003450527,"about_ca_topic_score_gemma":0.00005505568,"domain_scores_codex":[0.9989458,0.0000195328,0.0004356383,0.0002319401,0.0002163209,0.0001507468],"domain_scores_gemma":[0.993078,0.0000240224,0.0001125257,0.0001392634,0.006446582,0.000199634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001745037,0.0001330038,0.9525216,0.0007454054,0.00006752107,0.00007510152,0.0195292,0.00002081092,0.008280429,0.00008274995,0.01193092,0.004868204],"study_design_scores_gemma":[0.0009930457,0.001252847,0.8586975,0.0003455437,0.00005800109,0.00000136219,0.009765746,0.00000462867,0.1245625,0.00008364191,0.004091481,0.0001437492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962655,0.00008608642,0.0000109566,0.002506792,0.0001474003,0.0004407144,0.0001380518,0.000008170534,0.000396366],"genre_scores_gemma":[0.9924797,0.00004697784,0.00005881358,0.00722671,0.00007494733,0.00000479321,0.00007043765,0.00001208832,0.00002549819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.116282,"threshold_uncertainty_score":0.439172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06148781554353819,"score_gpt":0.3119681086041163,"score_spread":0.2504802930605781,"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."}}