{"id":"W2158294951","doi":"10.12968/bjca.2011.6.6.286","title":"Prevention of ventilator-associated pneumonia","year":2011,"lang":"en","type":"article","venue":"British Journal of Cardiac Nursing","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Blackberry (Canada)","funders":"","keywords":"Medicine; Ventilator-associated pneumonia; Excellence; Intensive care medicine; Pneumonia; Patient safety; Agency (philosophy); Health care; Intensive care; Nursing; Medical emergency; Intensive care unit","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":[0.000552281,0.00007279635,0.000430982,0.0001351499,0.00005762548,0.00001493698,0.00005777769,0.0000936105,0.00006407104],"category_scores_gemma":[0.0002199684,0.00009065787,0.0004755671,0.0002000927,0.00009437088,0.0001657599,0.000008474525,0.0002880708,0.00000297106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911643,"about_ca_system_score_gemma":0.0001179449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003523758,"about_ca_topic_score_gemma":0.00000170951,"domain_scores_codex":[0.9988448,0.00011144,0.0005190268,0.00007849262,0.0002964542,0.0001498027],"domain_scores_gemma":[0.998841,0.00002677332,0.0004838988,0.00009715836,0.0004535267,0.00009768455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004583719,0.002695095,0.08107917,0.0001222409,0.001415601,0.0004336332,0.001511583,0.000007383204,0.1494474,0.0001982149,0.01840705,0.7442243],"study_design_scores_gemma":[0.001499398,0.001097819,0.8757418,0.008272964,0.001168826,0.005286315,0.0003407107,0.000002585256,0.1024977,0.002493275,0.001427427,0.0001710727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829418,0.003432382,0.0001681497,0.00002509103,0.001770992,0.0001414182,0.000005407997,0.000016267,0.01149851],"genre_scores_gemma":[0.9976096,0.0004992896,0.001482388,0.00001088765,0.0002635859,0.000001116087,0.000002277988,0.00002020858,0.0001106194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7946627,"threshold_uncertainty_score":0.3696921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02761514400899342,"score_gpt":0.2966801467681043,"score_spread":0.2690650027591109,"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."}}