{"id":"W3020395399","doi":"10.1177/1129729820907471","title":"A prospective cohort study of predictors of upper extremity arteriovenous fistula maturation","year":2020,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Arteriovenous fistula; Medicine; Hemodialysis; Prospective cohort study; Confidence interval; Univariate analysis; Fistula; Surgery; Cohort; Vein; Odds ratio; Cephalic vein; Internal medicine; Multivariate analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001276784,0.0002941601,0.0003953522,0.0006204897,0.0006925918,0.0008555203,0.0004365235,0.0004433617,0.00135082],"category_scores_gemma":[0.00301418,0.0004122625,0.0004900715,0.001099882,0.0002472916,0.000697683,0.0004977795,0.0009057097,0.0001973647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004293558,"about_ca_system_score_gemma":0.0007336417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01401878,"about_ca_topic_score_gemma":0.01299362,"domain_scores_codex":[0.9993023,0.000126281,0.00006672702,0.0002114016,0.0001316944,0.0001615865],"domain_scores_gemma":[0.9980834,0.0002781243,0.0006301496,0.0002920878,0.0003007742,0.000415533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005149817,0.00002408334,0.9994891,0.000001797735,0.00001723932,0.00004227572,0.00004741619,0.000008578903,0.00004381502,0.000007917673,0.00004667729,0.0002194982],"study_design_scores_gemma":[0.000009949213,0.000114829,0.9991323,0.000004890255,0.00002083108,0.0002183804,0.0002212218,0.0001333204,0.00001895552,0.00001517615,0.0001062401,0.000003897799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999352,0.00007191406,0.00006638384,0.00001902177,0.000004718315,0.00001449144,0.0003206553,0.000002036495,0.0001486283],"genre_scores_gemma":[0.9993945,0.00005538583,0.00006876674,0.00001708677,0.00000482118,0.00001757567,0.0003625607,0.000001721795,0.00007766637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01401878,"threshold_uncertainty_score":0.02787435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327439085126734,"score_gpt":0.3396000054948379,"score_spread":0.3063256146435706,"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."}}