{"id":"W2113699947","doi":"10.1086/501999","title":"Prospective Surveillance for Primary Bloodstream Infections Occurring in Canadian Hemodialysis Units","year":2002,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Dalhousie University; Health Canada; University of Alberta","funders":"","keywords":"Hemodialysis; Medicine; Dialysis; Bloodstream infection; Prospective cohort study; Incidence (geometry); Vascular access; Central venous catheter; Bacteremia; Home hemodialysis; Intensive care medicine; Emergency medicine; Catheter; Internal medicine; Surgery; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001465108,0.0002192899,0.0008121248,0.000375181,0.0008178152,0.000008303978,0.00006206047,0.0003530247,0.0001346111],"category_scores_gemma":[0.00260531,0.0002064659,0.0001463945,0.0004349352,0.0001051409,0.000135845,0.00002454839,0.0004901179,0.000041355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005657603,"about_ca_system_score_gemma":0.0001668749,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3225731,"about_ca_topic_score_gemma":0.5646312,"domain_scores_codex":[0.997117,0.000662169,0.0007025904,0.0004620619,0.00005101147,0.001005111],"domain_scores_gemma":[0.9964742,0.002494195,0.000258586,0.0001937342,0.0002369762,0.0003423045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001861514,0.0001162388,0.9895997,0.00004826036,0.00008919246,0.000001611182,0.0006799243,0.000175701,0.000008532686,0.001644599,0.0008992628,0.006718342],"study_design_scores_gemma":[0.00261143,0.0003922863,0.9616495,0.000031195,0.00006403099,0.000003412515,0.00008009934,0.00546586,6.125717e-7,0.001452259,0.02799549,0.0002538064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862466,0.0009286589,0.001779791,0.003823245,0.001018083,0.001885886,0.0002073741,0.000108741,0.004001628],"genre_scores_gemma":[0.9955048,0.0005500962,0.00007367146,0.002530333,0.0004007287,0.0007129349,0.00003927172,0.00002104972,0.000167124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2420581,"threshold_uncertainty_score":0.8419437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349609272527199,"score_gpt":0.3261709784544755,"score_spread":0.2912100512017556,"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."}}