{"id":"W2135172895","doi":"10.4187/respcare.00841","title":"Bench Tests of Simple, Handy Ventilators for Pandemics: Performance, Autonomy, and Ergonomy","year":2011,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval; Hôpital de l'Enfant-Jésus","funders":"","keywords":"Medicine; Tidal volume; Mechanical ventilator; Volume (thermodynamics); Respiratory physiology; Respiratory system; Anesthesia; Mechanical ventilation; Internal 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":[0.001574471,0.0008570607,0.0003276377,0.0003485898,0.0002584745,0.000566547,0.0005701448,0.0006568199,0.002683955],"category_scores_gemma":[0.005683842,0.0002538493,0.0004470682,0.0001523998,0.0008614829,0.0006697202,0.0008870055,0.0004888598,0.0003870576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002779991,"about_ca_system_score_gemma":0.000353725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005255082,"about_ca_topic_score_gemma":0.0004327353,"domain_scores_codex":[0.998507,0.0005629211,0.0001407336,0.0002262115,0.0004675038,0.0000956312],"domain_scores_gemma":[0.9970336,0.001356091,0.0006221305,0.0002441916,0.0003833153,0.0003607284],"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":[0.01289957,0.005894811,0.2527307,0.00135034,0.000429345,0.0003228158,0.002474074,0.003922945,0.6330326,0.0002412584,0.0008177031,0.08588394],"study_design_scores_gemma":[0.0003197386,0.08800208,0.7918562,0.0001187855,0.0001982708,0.0008073158,0.001178319,0.004305709,0.1107705,0.0002601864,0.002070512,0.0001123136],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969164,0.000262319,0.001973224,0.0000342524,0.00001592936,0.000161261,0.0001125336,0.0000318281,0.0004922916],"genre_scores_gemma":[0.9939806,0.0001461001,0.004695784,0.0001239254,0.00002901517,0.0001856738,0.0002783288,0.00001453134,0.0005460148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002683955,"threshold_uncertainty_score":0.008978784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04709928338881783,"score_gpt":0.2808835995248303,"score_spread":0.2337843161360124,"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."}}