{"id":"W2980462639","doi":"10.1681/asn.2019090952","title":"Fistula Interventions: Less Is More","year":2019,"lang":"en","type":"letter","venue":"Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Arteriovenous fistula; Psychological intervention; Hemodialysis; Observational study; Dialysis; Vascular access; Population; Catheter; Retrospective cohort study; Fistula; Intensive care medicine; Internal medicine; Surgery; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009431473,0.0007566148,0.001375645,0.002248692,0.001406518,0.007069433,0.002037294,0.00654693,0.0479336],"category_scores_gemma":[0.05475672,0.0006558551,0.001425409,0.002050938,0.003954705,0.01383983,0.002480341,0.008231776,0.006243827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002718007,"about_ca_system_score_gemma":0.003302011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003267886,"about_ca_topic_score_gemma":0.005748938,"domain_scores_codex":[0.9904374,0.003777956,0.00137476,0.001506115,0.002374166,0.0005295242],"domain_scores_gemma":[0.934388,0.03867843,0.008029716,0.004186017,0.00839648,0.006321251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004223498,0.0002446612,0.005496698,0.005664572,0.0002067893,0.0004848298,0.0008233725,0.000253039,0.0002440702,0.01385166,0.1946994,0.7776085],"study_design_scores_gemma":[0.0001889517,0.0004185818,0.01066743,0.02518276,0.0003110386,0.008297465,0.002871222,0.0004367452,0.0003363915,0.0257879,0.9253479,0.0001535525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01039192,0.3704964,0.006082239,0.550087,0.02439466,0.00008784279,0.0008558158,0.0002963241,0.03730788],"genre_scores_gemma":[0.1099996,0.4251967,0.008030888,0.3355359,0.09980082,0.0001617458,0.001784708,0.0006375575,0.01885196],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0479336,"threshold_uncertainty_score":0.1603539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06799048370285249,"score_gpt":0.3858843963143408,"score_spread":0.3178939126114883,"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."}}