{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001965428,0.0001867846,0.0003990924,0.0001511559,0.0001014283,0.00001069501,0.000099005,0.0001688917,0.0001029578],"category_scores_gemma":[0.00003529869,0.0001800604,0.0001318746,0.0001202159,0.0000948057,0.0001338589,0.00005110073,0.0001220481,0.000004844608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006782478,"about_ca_system_score_gemma":0.0004895878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256052,"about_ca_topic_score_gemma":0.0000257041,"domain_scores_codex":[0.9988166,0.00001549583,0.0004013213,0.0003163683,0.0001533714,0.0002968209],"domain_scores_gemma":[0.9990003,0.0000250998,0.0001590816,0.0003404991,0.0002571713,0.0002179253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003465326,0.00009018469,0.890398,0.001220059,0.0001030698,0.00002276573,0.002243172,8.303983e-7,0.01916721,0.0003027887,0.0006828684,0.08542255],"study_design_scores_gemma":[0.003506699,0.00316591,0.3049743,0.0002187623,0.0003032706,0.00002766337,0.001913605,0.00002121093,0.234093,0.0001317621,0.4512112,0.0004325678],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935767,0.001463677,0.0001314652,0.000002632673,0.0001540211,0.0007316289,0.00003417483,0.00005578145,0.003849914],"genre_scores_gemma":[0.9981399,0.00002014811,0.0009602794,0.0003968378,0.0001233785,0.0000984615,0.00002653223,0.00003795521,0.0001964664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5854236,"threshold_uncertainty_score":0.7342651,"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."}}