{"id":"W3205308161","doi":"10.4187/respcare.09314","title":"Impact of Airway Humidification Strategy in Mechanically Ventilated COVID-19 Patients","year":2021,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Humidifiers; Medicine; Mechanical ventilation; Coronavirus disease 2019 (COVID-19); Anesthesia; Ventilation (architecture); Intensive care; Airway; Humidity; Intensive care unit; Emergency medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000126084,0.0001128808,0.0002511876,0.0001592625,0.0000411599,0.000009603644,0.00006296897,0.0001550026,0.000385145],"category_scores_gemma":[0.0006252873,0.0001091322,0.0001584881,0.000531687,0.00003637801,0.00005872341,0.00003356063,0.0001976103,0.00002151691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008747738,"about_ca_system_score_gemma":0.001227818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009597126,"about_ca_topic_score_gemma":0.0001087927,"domain_scores_codex":[0.9988632,0.0001394782,0.0003792151,0.0002434281,0.0002158874,0.0001588392],"domain_scores_gemma":[0.9987325,0.0000513336,0.0001201456,0.0004021348,0.0005285393,0.0001653535],"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":[0.0001798787,0.000532841,0.388852,0.000274168,0.00007102636,0.00007008859,0.0003405469,0.0006039685,0.6021167,0.0001449222,0.001901492,0.004912384],"study_design_scores_gemma":[0.0037709,0.001681575,0.4588641,0.0001656611,0.00009294612,0.000009282627,0.000513702,0.000004485595,0.52893,0.0001021687,0.005616173,0.0002490309],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971451,0.0004698472,0.00004365277,0.00002496029,0.0001008297,0.0002520755,0.000039521,0.00004286592,0.001881136],"genre_scores_gemma":[0.9994378,0.00001664048,0.00003681591,0.0002694416,0.00004460714,0.00002182242,0.0001106237,0.00001904154,0.00004318573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07318669,"threshold_uncertainty_score":0.4450282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0454179253068031,"score_gpt":0.3804660545552954,"score_spread":0.3350481292484923,"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."}}