{"id":"W4367834649","doi":"10.1111/hdi.13091","title":"Long‐term efficacy and risk factors of balloon‐assisted maturation for radial‐cephalic arteriovenous fistula with small‐caliber veins","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Arteriovenous fistula; Cephalic vein; Balloon; Hemodialysis; Fistula; Angioplasty; Surgery; Peritoneal dialysis; Vein; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001149888,0.000169683,0.0002759858,0.0002998812,0.0002515158,0.0004105498,0.0002520742,0.0003962876,0.0008660767],"category_scores_gemma":[0.004503726,0.0000953839,0.0005682107,0.0002844491,0.0002153008,0.0004626252,0.000190262,0.0006378249,0.0001303121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002125122,"about_ca_system_score_gemma":0.0003052278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002926803,"about_ca_topic_score_gemma":0.0003325095,"domain_scores_codex":[0.9996545,0.0001066892,0.00004464046,0.00005594636,0.00006482506,0.00007328876],"domain_scores_gemma":[0.9961324,0.001433357,0.001419692,0.0001694804,0.0002092417,0.0006359181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008933629,0.0001592784,0.9922608,0.00001903455,0.00006970115,0.0002735813,0.00004882869,0.0001096792,0.0002572906,0.00003170146,0.00007271895,0.005804039],"study_design_scores_gemma":[0.00003719807,0.001902443,0.9947301,0.00002302032,0.0001374754,0.00166318,0.0001497888,0.0006992955,0.0002209857,0.00008412403,0.0003411448,0.00001116826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986591,0.0009377467,0.0001019098,0.0000361268,0.000008365808,0.000004793188,0.00002991588,0.000002359851,0.0002198136],"genre_scores_gemma":[0.9996089,0.0001663259,0.00004572991,0.00001051279,0.00002168574,0.000005950949,0.00007234587,9.999968e-7,0.00006759171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001149888,"threshold_uncertainty_score":0.006081283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04580925466784506,"score_gpt":0.3277281656503745,"score_spread":0.2819189109825295,"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."}}