{"id":"W4401117419","doi":"10.4187/respcare.12084","title":"Consequences of Pausing Heated Humidification During Invasive Ventilation","year":2024,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Intensive care medicine; Ventilation (architecture); Anesthesia; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007920645,0.00007218414,0.0001241122,0.0001891459,0.00007060725,0.0000200048,0.00002878296,0.00007244531,0.00006173148],"category_scores_gemma":[0.000112262,0.00006994545,0.00006286553,0.0003211187,0.0001004269,0.00009568509,0.00001352816,0.0001145184,0.00002754367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224417,"about_ca_system_score_gemma":0.0002396249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002711036,"about_ca_topic_score_gemma":0.00001362375,"domain_scores_codex":[0.999352,0.0000412842,0.0002165509,0.0001633269,0.0001404347,0.00008636064],"domain_scores_gemma":[0.9994961,0.00005013386,0.00004852063,0.0001711196,0.0001982452,0.00003587622],"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":[0.00002501021,0.000009666001,0.004735634,0.0006791439,0.00002826777,0.00002882634,0.0005046093,0.00003821609,0.9922402,0.0001957647,0.0001082434,0.0014064],"study_design_scores_gemma":[0.0001623151,0.00007668173,0.008373556,0.0005814606,0.00004711784,0.00001944407,0.0004167907,6.173332e-8,0.9866394,0.00002756455,0.003596867,0.00005869182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99422,0.003391783,0.00003613282,0.0000504198,0.000307376,0.0001848846,0.000009478917,0.0001316239,0.001668296],"genre_scores_gemma":[0.9995825,0.00003439092,0.00008853001,0.00005076922,0.0001573835,0.00001786488,0.00001820554,0.00001491905,0.00003547305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005600769,"threshold_uncertainty_score":0.2852293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03875012029015043,"score_gpt":0.334864993982887,"score_spread":0.2961148736927366,"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."}}