{"id":"W3042593131","doi":"10.1016/j.jvs.2020.06.112","title":"Managing central venous access during a health care crisis","year":2020,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Center for Advancing Translational Sciences; University of Texas Health Science Center at San Antonio; Weill Cornell Medical College; National Institutes of Health; U.S. Department of Veterans Affairs; Northwell Health; Indiana University Health; University of Washington; NorthShore University HealthSystem; National Institute of Diabetes and Digestive and Kidney Diseases; Johns Hopkins University; Virginia Commonwealth University; Northwestern University; Massachusetts General Hospital","keywords":"Medicine; Venous access; Vascular access; Pandemic; Coronavirus disease 2019 (COVID-19); Critically ill; Medical emergency; Intensive care medicine; 2019-20 coronavirus outbreak; Health care; Emergency medicine; Surgery; Internal medicine; Virology; Economic growth; Infectious disease (medical specialty); Disease","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":[0.0007040045,0.0001716184,0.0008899845,0.0002222737,0.0006345926,0.00004051239,0.0002840425,0.0000951039,0.0002442807],"category_scores_gemma":[0.0001378939,0.0001491167,0.0009512798,0.0003695193,0.00001581664,0.0002937284,0.0001199468,0.0007260048,0.00002577285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004299195,"about_ca_system_score_gemma":0.0008025992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002167445,"about_ca_topic_score_gemma":0.00003152634,"domain_scores_codex":[0.99696,0.0004698299,0.001081972,0.0002036674,0.000476841,0.0008076871],"domain_scores_gemma":[0.9978829,0.0001763394,0.0008668502,0.0002108374,0.0002283855,0.0006346743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001273831,0.0009604447,0.5258829,0.01063957,0.003323674,0.002265479,0.2483443,0.002949074,0.0006280181,0.00006767605,0.1488248,0.05484026],"study_design_scores_gemma":[0.007573807,0.0009934333,0.6625438,0.004448048,0.001674929,0.0002087987,0.118661,0.0004937445,0.0009672101,0.0003219172,0.1999236,0.002189731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684734,0.009731729,0.001575177,0.01841387,0.001321068,0.0002827137,0.0000129148,0.00004844723,0.0001406519],"genre_scores_gemma":[0.9890107,0.00415989,0.0001569013,0.005139754,0.00147162,0.00000406222,0.000007352662,0.00004132262,0.000008379786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1366608,"threshold_uncertainty_score":0.6080803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0520016845026374,"score_gpt":0.3502541748498157,"score_spread":0.2982524903471783,"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."}}