{"id":"W2954022508","doi":"10.5430/jnep.v9n9p104","title":"The nursing workload assessed through the Nursing Activities Score as a predictor for the occurrence of ventilator-associated pneumonia in an adult intensive care unit","year":2019,"lang":"en","type":"article","venue":"Journal of Nursing Education and Practice","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal de Uberlândia","keywords":"Workload; Medicine; Intensive care unit; Ventilator-associated pneumonia; Mechanical ventilation; Emergency medicine; Pneumonia; Intubation; Intensive care; Intensive care medicine; Retrospective cohort study; Nursing; Internal medicine; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005879746,0.0003125476,0.0002579144,0.0005380312,0.0001770243,0.0003673874,0.0002107827,0.0002812127,0.001054376],"category_scores_gemma":[0.004147488,0.000159005,0.0003739123,0.0004953702,0.0001264723,0.000220109,0.0003139195,0.0003500049,0.0001013354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832713,"about_ca_system_score_gemma":0.0003068606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00272998,"about_ca_topic_score_gemma":0.003091264,"domain_scores_codex":[0.9996357,0.0001058142,0.00006101879,0.00004682258,0.00009342461,0.00005722091],"domain_scores_gemma":[0.9983595,0.0003030804,0.000813447,0.00005445354,0.0001640065,0.0003054796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003540516,0.00002278977,0.9990931,0.00000694812,0.00001722064,0.0000253213,0.00001614538,0.00002729332,0.00005403417,0.000003168749,0.00002615552,0.0006722956],"study_design_scores_gemma":[0.000002922678,0.00009460963,0.9993513,0.000008812008,0.0000125107,0.00009348313,0.00006441316,0.0002892402,0.00002516662,0.00001019925,0.00004560569,0.000001583871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992574,0.0002378346,0.00008669816,0.00004778156,0.000005869835,0.000008675327,0.0001153847,0.000002054612,0.0002383469],"genre_scores_gemma":[0.9996583,0.00007817143,0.00007351128,0.000006582459,0.000006965835,0.000005567828,0.0001271038,5.434379e-7,0.00004331941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00272998,"threshold_uncertainty_score":0.005428135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08933946143723673,"score_gpt":0.4610743270492151,"score_spread":0.3717348656119784,"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."}}