{"id":"W3016694864","doi":"10.1097/md.0000000000019716","title":"Changes in immune indicators and bacteriologic profile were associated with patients with ventilator-associated pneumonia","year":2020,"lang":"en","type":"article","venue":"Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Medicine; Ventilator-associated pneumonia; Pneumonia; Intensive care unit; Mechanical ventilation; Internal medicine; Incidence (geometry); Antibiotics; Drug resistance; Sepsis; Tracheotomy; Intensive care; Intensive care medicine; Surgery","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":[0.0002325484,0.0002165593,0.000292778,0.0004349959,0.0003000674,0.0003929216,0.000168408,0.000322909,0.001246982],"category_scores_gemma":[0.001545804,0.0001298737,0.0002237033,0.0004539737,0.0001848071,0.000359904,0.0003218812,0.0005935302,0.0001262921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637925,"about_ca_system_score_gemma":0.0002252097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004957904,"about_ca_topic_score_gemma":0.0006738025,"domain_scores_codex":[0.9997283,0.00005982472,0.00005613285,0.00004157213,0.00004766678,0.0000664746],"domain_scores_gemma":[0.9994081,0.00009539264,0.0002878002,0.00002411784,0.00006583169,0.0001186001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005636329,0.00002648225,0.9985456,0.000009644783,0.00001572,0.0001171547,0.00003014867,0.00001755498,0.0001469649,0.000008817458,0.00003248187,0.0009931454],"study_design_scores_gemma":[0.000004135844,0.00008489638,0.998835,0.000009492066,0.00001749321,0.0005235282,0.0001371823,0.0001585638,0.00006790913,0.00003485317,0.0001242174,0.000002738673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986742,0.0007324032,0.00007832076,0.00004870491,0.0000103679,0.000006622809,0.00006466176,0.000002193757,0.0003825719],"genre_scores_gemma":[0.9997322,0.00009248875,0.00003562044,0.00002053776,0.0000110007,0.000003833381,0.00004928346,3.706481e-7,0.00005466614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001246982,"threshold_uncertainty_score":0.00417161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183099892337104,"score_gpt":0.2326246918195009,"score_spread":0.2207936928961298,"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."}}