{"id":"W2136644313","doi":"10.4187/respcare.02265","title":"Decreasing the Adverse Effects of Endotracheal Suctioning During Mechanical Ventilation by Changing Practice","year":2013,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Incidence (geometry); Adverse effect; Mechanical ventilation; Anesthesia; Risk factor; Ventilation (architecture); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001729528,0.0002557371,0.0002463897,0.0004444105,0.0002342258,0.0004428402,0.0003566662,0.0006595603,0.001006341],"category_scores_gemma":[0.01868782,0.00009748087,0.0002657555,0.0004089224,0.0003007339,0.0005036194,0.0003348138,0.0004123938,0.0001646217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004998301,"about_ca_system_score_gemma":0.0010874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002271052,"about_ca_topic_score_gemma":0.002589406,"domain_scores_codex":[0.9981888,0.0008023268,0.0002367199,0.0001321193,0.0004595921,0.0001804938],"domain_scores_gemma":[0.984512,0.004169655,0.008474919,0.000352565,0.0013572,0.001133794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003515179,0.000537273,0.9091073,0.0003568594,0.00007243647,0.0001647182,0.0002436389,0.0002988781,0.001332305,0.0000276777,0.0005975812,0.08690977],"study_design_scores_gemma":[0.00001601637,0.0009111948,0.997353,0.00009322914,0.00002772701,0.0002824064,0.0001204762,0.0002646961,0.0003649704,0.00002832051,0.0005322947,0.000005716813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942306,0.002997099,0.0005534554,0.0009654869,0.00003922697,0.00005572512,0.00008040434,0.00002982973,0.001048182],"genre_scores_gemma":[0.9970124,0.001199665,0.001217288,0.0002313379,0.00009693371,0.00003757519,0.00008305028,0.000003553666,0.0001181286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002271052,"threshold_uncertainty_score":0.00914675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006673571283382852,"score_gpt":0.2728665234083646,"score_spread":0.2661929521249817,"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."}}