{"id":"W3119594325","doi":"10.3390/curroncol28010039","title":"Utilization and Complications of Central Venous Access Devices in Oncology Patients","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Niagara Health System; Brock University","funders":"","keywords":"Medicine; Venous access; Incidence (geometry); Bacteremia; Ambulatory; Vascular access; Thrombosis; Retrospective cohort study; Venous thromboembolism; Cohort; Cancer; Bloodstream infection; Surgery; Internal medicine; Catheter; Hemodialysis; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001647032,0.00009085743,0.0003851057,0.000107726,0.0001757623,0.00000432729,0.0001284283,0.0001672482,0.0002076794],"category_scores_gemma":[0.0001320543,0.00008948441,0.00004312383,0.0002758226,0.00007682424,0.00008041708,0.0001730609,0.0002904898,0.00001278146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003893048,"about_ca_system_score_gemma":0.0006220514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001015839,"about_ca_topic_score_gemma":0.002879863,"domain_scores_codex":[0.9983045,0.0004786961,0.0005166258,0.0002424753,0.00008879486,0.0003688382],"domain_scores_gemma":[0.998838,0.0003546889,0.0002809063,0.0001603663,0.0002646095,0.0001014314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003170139,0.00205277,0.7966992,0.0001746425,0.00001402743,0.000002337075,0.004131493,0.000005842304,0.00003448256,0.0009889215,0.0005914511,0.1952732],"study_design_scores_gemma":[0.001196626,0.0001681422,0.8109505,0.0000753623,0.00003900286,0.000001019201,0.0006995028,0.0002287625,0.00003038758,0.0003577949,0.1861797,0.00007316384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921781,0.001500332,0.0002052149,0.0008772785,0.001010249,0.000444581,0.00005197351,0.00001601601,0.003716232],"genre_scores_gemma":[0.9974254,0.00172506,0.0001164669,0.000291853,0.00007274876,0.00006476622,0.000275605,0.000009016278,0.0000190789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1952,"threshold_uncertainty_score":0.3649068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2936514773619021,"score_gpt":0.5220766311133038,"score_spread":0.2284251537514017,"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."}}