{"id":"W2096106333","doi":"10.4187/respcare.01785","title":"Impact of Humidification and Nebulization During Expiratory Limb Protection: An Experimental Bench Study","year":2013,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôtel-Dieu de Québec; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Humidifiers; HEPA; Medicine; Nebulizer; Filtration (mathematics); Mechanical ventilation; Ventilation (architecture); Anesthesia; Filter (signal processing); Intensive care; Biomedical engineering; Intensive care medicine; Environmental science; Environmental engineering; Electrical engineering","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":[0.0007841027,0.0007225461,0.0005104493,0.000315581,0.0003618749,0.0004345866,0.0005565496,0.0006045068,0.00255007],"category_scores_gemma":[0.0009486881,0.0002572906,0.0007720488,0.0001688787,0.0006525124,0.0004801991,0.0004727109,0.0006203848,0.0003061791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002625681,"about_ca_system_score_gemma":0.0003725514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004491148,"about_ca_topic_score_gemma":0.0003823391,"domain_scores_codex":[0.9994005,0.0001504853,0.00005026211,0.0001332703,0.0001504699,0.0001149945],"domain_scores_gemma":[0.9988702,0.0005418733,0.0001722467,0.0001565315,0.0001274188,0.000131702],"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":[0.009767083,0.008614132,0.004090421,0.0003661334,0.00008474054,0.0001793761,0.0003277837,0.0009173886,0.96852,0.00008075526,0.00007184275,0.00698032],"study_design_scores_gemma":[0.0004600899,0.2271622,0.02209184,0.00003365619,0.0003563082,0.0002903439,0.000299546,0.002302383,0.745766,0.0000884099,0.001105151,0.00004410871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989052,0.0001606142,0.0006372733,0.000006410987,0.00001263457,0.00008508229,0.00005027544,0.000005804739,0.0001367144],"genre_scores_gemma":[0.9962282,0.0002922185,0.002237136,0.00003751679,0.00003604804,0.0001568013,0.0002381986,0.000009761643,0.0007640644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00255007,"threshold_uncertainty_score":0.008530796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0404039097312858,"score_gpt":0.3550813605434486,"score_spread":0.3146774508121628,"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."}}