{"id":"W4393232064","doi":"10.1111/hdi.13148","title":"Early access flow rate predicts vascular access patency‐related intervention in the first year: A retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Retrospective cohort study; Angioplasty; Receiver operating characteristic; Fistula; Cohort; Arteriovenous fistula; Surgery; 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":[0.001424842,0.0003468971,0.0004555492,0.0008065181,0.0004297632,0.0008480049,0.0004459375,0.0005861533,0.001153892],"category_scores_gemma":[0.003859074,0.0005428562,0.00070187,0.0007618603,0.0003065966,0.0006253977,0.0003792654,0.000792299,0.0002330556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000261038,"about_ca_system_score_gemma":0.0003712879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003301079,"about_ca_topic_score_gemma":0.002906887,"domain_scores_codex":[0.9992944,0.0001496844,0.00007447087,0.0002246573,0.0001221846,0.000134544],"domain_scores_gemma":[0.9969014,0.0006601692,0.00131587,0.0003992079,0.0002541184,0.0004692515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007715001,0.00001912298,0.9995388,0.00000174436,0.00002382379,0.00003123266,0.00001995534,0.00001433056,0.00005417827,0.000003542084,0.00002181412,0.0001944552],"study_design_scores_gemma":[0.00001097339,0.0001980292,0.9990207,0.00000428645,0.00003699942,0.0002779541,0.00007460386,0.0002486274,0.00004161758,0.00000839207,0.00007293267,0.000005000026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999588,0.00008127738,0.00006941496,0.000008733634,0.000003896279,0.000007216014,0.0001516343,0.000002050287,0.00008776839],"genre_scores_gemma":[0.9995909,0.00005244996,0.00006977323,0.00001054419,0.000008247112,0.00001030253,0.0002058632,0.000001565575,0.00005034577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003301079,"threshold_uncertainty_score":0.007535398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03192568790363189,"score_gpt":0.3609364812707856,"score_spread":0.3290107933671537,"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."}}