{"id":"W2057232645","doi":"10.4187/respcare.02722","title":"Description and Microbiology of Endotracheal Tube Biofilm in Mechanically Ventilated Subjects","year":2014,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Biofilm; Medicine; Intubation; Ventilator-associated pneumonia; Pseudomonas aeruginosa; Candida albicans; Endotracheal tube; Mechanical ventilation; Saline; Pneumonia; Microbiology; Anesthesia; Surgery; Internal medicine; Bacteria; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002049618,0.00009150902,0.0002432792,0.0001758213,0.00002647471,0.000004692114,0.00003997391,0.0001802075,0.00002856219],"category_scores_gemma":[0.0001662428,0.00008837053,0.00004669475,0.000165311,0.00007642817,0.00003618036,0.00003070028,0.0001852851,0.000008245458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001001267,"about_ca_system_score_gemma":0.00006000395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004891805,"about_ca_topic_score_gemma":0.0001454322,"domain_scores_codex":[0.9992245,0.0001289851,0.0002559672,0.0001900654,0.000051902,0.000148626],"domain_scores_gemma":[0.9995249,0.00004925496,0.00006325226,0.0001907627,0.0001141231,0.00005769774],"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":[0.00008288506,0.00004756854,0.02306694,0.0001127599,0.00001124416,0.000009895438,0.0001394928,0.000001796109,0.9725282,0.000223847,0.0001009357,0.003674414],"study_design_scores_gemma":[0.001412192,0.0009511097,0.02090759,0.0001292812,0.00004025514,0.00006024491,0.0001290963,0.000003590769,0.9669599,0.00004816457,0.009254111,0.0001045026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980053,0.0006393459,0.00004932701,0.00002795152,0.0001900992,0.0001859072,0.000007912485,0.00003439623,0.0008598013],"genre_scores_gemma":[0.9993185,0.00001315916,0.0002588072,0.0002886467,0.0000697353,0.00001215156,0.00001358427,0.00001341391,0.00001199733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009153175,"threshold_uncertainty_score":0.3603646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941868272227038,"score_gpt":0.2725368659494665,"score_spread":0.2531181832271961,"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."}}