{"id":"W2911735993","doi":"10.1111/hdi.12708","title":"The use of nurse‐administered vascular access audit in home hemodialysis patients: A quality initiative","year":2019,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Hemodialysis; Home hemodialysis; Checklist; Audit; Prospective cohort study; Vascular access; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01655544,0.0002978306,0.000380478,0.001805208,0.0007040617,0.00170393,0.0011758,0.0003814228,0.0005341377],"category_scores_gemma":[0.03474443,0.0003263079,0.000490882,0.00219475,0.0008959447,0.001123477,0.002588223,0.0008234713,0.00007624878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003971781,"about_ca_system_score_gemma":0.00728628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01873716,"about_ca_topic_score_gemma":0.02497645,"domain_scores_codex":[0.9871744,0.005622427,0.001973417,0.0006780709,0.003908263,0.0006434695],"domain_scores_gemma":[0.925002,0.009922572,0.04337951,0.00219481,0.01209852,0.007402606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001542051,0.0003250372,0.9582972,0.0002018717,0.00006542463,0.00003017213,0.0006389429,0.0002138301,0.0002293676,0.00003706924,0.000654884,0.03915198],"study_design_scores_gemma":[0.00002327273,0.0005769989,0.9976203,0.00007920733,0.00002560554,0.0000533735,0.000475336,0.0003602809,0.0002118772,0.00001355017,0.00055008,0.00001012009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923975,0.001525007,0.00114021,0.001718676,0.0000468148,0.0004217144,0.0005792653,0.00008364453,0.002087098],"genre_scores_gemma":[0.9945802,0.0007862251,0.00337995,0.000211121,0.00005187513,0.000180349,0.0005910806,0.000007484232,0.0002116801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01873716,"threshold_uncertainty_score":0.08755457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011966603211378,"score_gpt":0.3943872465347426,"score_spread":0.2931905862136047,"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."}}