{"id":"W3135991970","doi":"10.1063/5.0044445","title":"The novel Mechanical Ventilator Milano for the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of British Columbia; Arthur B. McDonald-Canadian Astroparticle Physics Research Institute; SGS (Canada); Snolab; Fluidigm (Canada); Canadian Nuclear Laboratories; Queen's University; McMaster University; Vanier College; Carleton University; TRIUMF","funders":"National Science Board; TRIUMF; Carleton University; Canada First Research Excellence Fund; National Science Foundation","keywords":"Mechanical ventilator; Coronavirus disease 2019 (COVID-19); Certification; Mechanical ventilation; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Economic shortage; Physics; Medicine; Anesthesia","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004968212,0.0005675989,0.0004616001,0.0003651023,0.0007031632,0.0008498387,0.001151061,0.001539706,0.003741913],"category_scores_gemma":[0.0007110145,0.0001932736,0.0004006751,0.0001291777,0.0004002496,0.0009219096,0.00141619,0.0008444206,0.001567595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883568,"about_ca_system_score_gemma":0.000889634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002724381,"about_ca_topic_score_gemma":0.0003495649,"domain_scores_codex":[0.9992817,0.0001187677,0.00004347423,0.0001170657,0.0003634267,0.00007557906],"domain_scores_gemma":[0.9998252,0.00003159107,0.00002028055,0.00001958745,0.00004279313,0.00006056419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001122829,0.0004707677,0.01448836,0.001343124,0.0000767708,0.002757551,0.0004587209,0.004048674,0.394563,0.02351012,0.05114427,0.5060159],"study_design_scores_gemma":[0.0003842411,0.003976253,0.01279264,0.0004158976,0.0001171344,0.01549678,0.0002477948,0.02592965,0.0765412,0.004900579,0.8589998,0.0001980722],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3240235,0.08199803,0.3566975,0.02326179,0.01407584,0.002480843,0.001240263,0.00985886,0.1863633],"genre_scores_gemma":[0.7993204,0.008237116,0.1368254,0.008057885,0.003026526,0.001015995,0.001124221,0.0003570177,0.04203546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003741913,"threshold_uncertainty_score":0.01251799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004602278802477,"score_gpt":0.351288142546585,"score_spread":0.2508279146663372,"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."}}