{"id":"W2953960636","doi":"10.4187/respcare.06799","title":"Short-Term Effects of an Active Heat-and-Moisture Exchanger During Invasive Ventilation","year":2019,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Humidifiers; Medicine; Interquartile range; Anesthesia; Ventilation (architecture); Mechanical ventilation; Arterial blood; Surgery","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":[0.001163194,0.0003660783,0.0008365888,0.0001422866,0.0001477601,0.0004917043,0.0003140188,0.0004695135,0.0009274667],"category_scores_gemma":[0.00232157,0.000161422,0.000556573,0.0001104323,0.0004861657,0.0004104831,0.0002913859,0.0006034159,0.00007527541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001555556,"about_ca_system_score_gemma":0.0001979729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001522525,"about_ca_topic_score_gemma":0.0002007062,"domain_scores_codex":[0.9994127,0.0002920593,0.00005577623,0.00009043485,0.00007657618,0.00007255087],"domain_scores_gemma":[0.9983633,0.0006988517,0.0004320279,0.0001317279,0.00005204519,0.000322113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.6990514,0.0300431,0.05783448,0.001256341,0.002262773,0.0002374467,0.0002932349,0.0007706476,0.1059369,0.0001034995,0.0002699737,0.1019403],"study_design_scores_gemma":[0.02311103,0.7223145,0.2304822,0.0000800495,0.001257156,0.0003814602,0.0001692038,0.00106075,0.02014847,0.00007791274,0.0008884199,0.00002879675],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992962,0.00046854,0.00008717593,0.00001264505,0.00001607238,0.00003524088,0.00001819963,0.000002895963,0.00006297331],"genre_scores_gemma":[0.9991892,0.0002005152,0.000301239,0.00004835514,0.00007755213,0.00005092672,0.00005303981,0.00000195391,0.0000772562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001163194,"threshold_uncertainty_score":0.006151676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208615643521691,"score_gpt":0.2873917996791047,"score_spread":0.2753056432438877,"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."}}