{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004464869,0.0002340184,0.0003632088,0.0001965925,0.0003449515,0.0005481037,0.0002375698,0.0003417611,0.001027415],"category_scores_gemma":[0.002320172,0.00006030589,0.000300347,0.0002284004,0.0002486055,0.0002284122,0.0003444784,0.0004611082,0.00009665568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058083,"about_ca_system_score_gemma":0.0006679798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007304267,"about_ca_topic_score_gemma":0.01280556,"domain_scores_codex":[0.999585,0.0001033197,0.00004551553,0.00006234385,0.0000851959,0.0001186124],"domain_scores_gemma":[0.9988924,0.0002392587,0.0004115308,0.0000276549,0.0001120413,0.0003171888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001184108,0.0001207425,0.9866356,0.0000678384,0.0000799305,0.0007191763,0.0001300393,0.0001381605,0.001932698,0.00003083701,0.0002407513,0.008720103],"study_design_scores_gemma":[0.00002293842,0.0009776055,0.9969015,0.00003540389,0.0000398855,0.000653527,0.0003718289,0.0002421113,0.0003776883,0.00001382264,0.0003583634,0.000005220028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986913,0.0007213998,0.00003430045,0.00008445346,0.000008620704,0.00001265016,0.00007228993,0.000002071255,0.0003730667],"genre_scores_gemma":[0.9995483,0.0001514697,0.00006142809,0.00006128971,0.00001084072,0.000006024339,0.0001147405,0.000001026819,0.00004496045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007304267,"threshold_uncertainty_score":0.01452351,"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."}}