{"id":"W2412527207","doi":"","title":"A three-step approach to conversion of prevalent catheter-dependent hemodialysis patients to arteriovenous access.","year":2011,"lang":"en","type":"article","venue":"PubMed","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber River Regional Hospital","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Catheter; Kidney disease; Arteriovenous fistula; Vascular access; Dialysis catheter; Surgery; Internal medicine","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":[0.0108241,0.0008913433,0.0008444858,0.001488948,0.002026886,0.001916757,0.00239202,0.00127771,0.002862661],"category_scores_gemma":[0.0187155,0.0005092448,0.001401705,0.0008554925,0.001013938,0.0009721358,0.004489341,0.001559678,0.0003587286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116528,"about_ca_system_score_gemma":0.006007282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003308228,"about_ca_topic_score_gemma":0.006223477,"domain_scores_codex":[0.9918237,0.004100886,0.0009516608,0.001212472,0.001158557,0.0007526318],"domain_scores_gemma":[0.9833916,0.004185259,0.004309431,0.001384681,0.001491486,0.005237432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01178995,0.05883607,0.3101064,0.001553723,0.0005333724,0.003298603,0.006800261,0.004260433,0.006512131,0.0006389439,0.004311325,0.5913588],"study_design_scores_gemma":[0.01314318,0.1305215,0.8021077,0.0008948511,0.0005930442,0.01135808,0.007216965,0.01302864,0.009075678,0.002052349,0.009551721,0.0004562765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760307,0.0007252583,0.008368747,0.00112504,0.0001245439,0.01110955,0.0001421769,0.0001548804,0.002219203],"genre_scores_gemma":[0.949171,0.0005616964,0.0416447,0.001159614,0.000186629,0.006241096,0.000336964,0.00001578281,0.0006824973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0108241,"threshold_uncertainty_score":0.057244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08917416713405542,"score_gpt":0.2964625644858044,"score_spread":0.207288397351749,"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."}}