{"id":"W3012828524","doi":"10.1101/2020.03.24.20042234","title":"Mechanical Ventilator Milano (MVM): A Novel Mechanical Ventilator Designed for Mass Scale Production in Response to the COVID-19 Pandemics","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Mechanical ventilator; Certification; Coronavirus disease 2019 (COVID-19); Mechanical ventilation; Economic shortage; Computer science; Medicine","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":[0.0006512375,0.0006196428,0.0005744559,0.000455181,0.0004282903,0.001032885,0.001604338,0.001529347,0.003487104],"category_scores_gemma":[0.0007746665,0.0003294651,0.0005423509,0.0001843286,0.0005411946,0.0008172936,0.00130419,0.0005719169,0.001969324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324375,"about_ca_system_score_gemma":0.0008140412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002936014,"about_ca_topic_score_gemma":0.0002816549,"domain_scores_codex":[0.999121,0.0001445051,0.00006307472,0.0001685493,0.0004041189,0.00009869854],"domain_scores_gemma":[0.9996912,0.00004971934,0.00004181776,0.00004017251,0.00008883808,0.00008823715],"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":[0.0009288667,0.0003800188,0.009801125,0.002548999,0.0001616049,0.001819864,0.0004886286,0.008718506,0.5307584,0.02090306,0.02769373,0.3957971],"study_design_scores_gemma":[0.0004750659,0.005173216,0.0113779,0.0004191474,0.0002705618,0.01012511,0.0001835877,0.04513877,0.1656971,0.003770287,0.7571443,0.0002250035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1606584,0.02393971,0.7183693,0.006249472,0.004277749,0.002907281,0.001549414,0.009193095,0.07285563],"genre_scores_gemma":[0.6465326,0.005165735,0.2945619,0.002932684,0.0009695268,0.001532748,0.001152357,0.0004928108,0.04665963],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003487104,"threshold_uncertainty_score":0.01166552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0849609946359917,"score_gpt":0.3371482850394426,"score_spread":0.2521872904034508,"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."}}