{"id":"W2962798298","doi":"10.4187/respcare.07048","title":"The Role of Specialty Tubes in Preventing Ventilator-Associated Events","year":2019,"lang":"en","type":"review","venue":"Respiratory Care","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Ventilator-associated pneumonia; Specialty; Mechanical ventilation; Intensive care medicine; Endotracheal tube; Pneumonia; Incidence (geometry); Emergency medicine; Mechanical ventilator; Intensive care unit; Surgery; Intubation; Internal medicine; Pathology","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":[0.0006044091,0.0003284165,0.001559651,0.0002617137,0.0001107245,0.00001674391,0.000286732,0.0004702064,0.0000468567],"category_scores_gemma":[0.000578802,0.0002432764,0.0007797085,0.0006002796,0.00006433251,0.00004703821,0.0001576327,0.0007586389,0.0001008865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000988783,"about_ca_system_score_gemma":0.0009344089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002798523,"about_ca_topic_score_gemma":0.000108101,"domain_scores_codex":[0.9974597,0.0004309952,0.001000318,0.0003562809,0.0004086705,0.0003440408],"domain_scores_gemma":[0.9981945,0.0003205251,0.000462844,0.0007381351,0.0002158813,0.000068184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001556442,0.0001378973,0.02512158,0.0124689,0.0003420608,0.00001188701,0.000149612,8.315441e-7,0.00005387668,0.00006460935,0.0004540063,0.9611792],"study_design_scores_gemma":[0.0003506863,0.0001076677,0.0007079333,0.01936102,0.0006259122,0.000004459898,0.0001756907,7.401655e-8,0.0002803587,0.00001504894,0.9781877,0.0001834482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004709604,0.9883918,8.056745e-8,0.000001654468,0.0007547928,0.001298874,0.00005090392,0.00003668733,0.004755602],"genre_scores_gemma":[0.001681667,0.9972353,0.000005750353,0.00002154799,0.0004706538,0.0001403213,0.00005486754,0.00009407229,0.0002958475],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9777337,"threshold_uncertainty_score":0.9920523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0441413156357695,"score_gpt":0.366659207569059,"score_spread":0.3225178919332895,"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."}}