{"id":"W1800552075","doi":"10.1016/j.ajic.2015.05.046","title":"Indwelling urinary catheter surveillance using a Task-oriented nurse acuity system","year":2015,"lang":"en","type":"article","venue":"American Journal of Infection Control","topic":"Nursing Diagnosis and Documentation","field":"Nursing","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Inter-rater reliability; Indwelling catheter; Catheter; Documentation; Urinary system; Audit; Nursing; Nursing care; Urinary catheterization; Medical emergency; Intensive care medicine; Surgery; Internal medicine","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":[0.0008732655,0.0001612242,0.0004378794,0.0002491894,0.0001302991,0.00007529444,0.00007135281,0.00004220171,0.000005454598],"category_scores_gemma":[0.0001591705,0.0001438209,0.0001767658,0.0003685826,0.0001185244,0.0004093745,0.000005459479,0.0002388679,0.000009765518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861856,"about_ca_system_score_gemma":0.00006971383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006331139,"about_ca_topic_score_gemma":0.000008797792,"domain_scores_codex":[0.9981917,0.0004706166,0.0005712092,0.0001567245,0.000365499,0.0002442804],"domain_scores_gemma":[0.9977853,0.0001584441,0.001134999,0.0001454077,0.0005642644,0.000211586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003777129,0.001114401,0.9174992,0.00004940131,0.0003179533,0.00007312161,0.003141835,0.02144812,0.004659322,0.00006812223,0.001588123,0.04626328],"study_design_scores_gemma":[0.05330722,0.06028125,0.6754115,0.004185764,0.002530301,0.01490318,0.02205048,0.120686,0.01036734,0.0004483111,0.03240905,0.003419623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621114,0.0001603781,0.03326176,0.0004267995,0.003692511,0.0001644653,0.000004863358,0.00005019699,0.0001276957],"genre_scores_gemma":[0.9984615,0.000004669259,0.0005809619,0.0002711464,0.0006475395,0.00000395831,0.000001857077,0.00002509864,0.000003287049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2420877,"threshold_uncertainty_score":0.5864848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01329113472791115,"score_gpt":0.2930381130809315,"score_spread":0.2797469783530204,"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."}}