{"id":"W4405558169","doi":"10.1111/hdi.13193","title":"Predictive factors for arteriovenous fistula maturation: A prospective study","year":2024,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Arteriovenous fistula; Hemodialysis; Prospective cohort study; Internal medicine; Surgery","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":[0.001368191,0.0004864911,0.0004588176,0.0007260847,0.0004161167,0.0008907048,0.0003045105,0.000627264,0.001682168],"category_scores_gemma":[0.003877103,0.0004896829,0.0005463098,0.0009707456,0.0003609252,0.0007295944,0.000451608,0.0007812872,0.0003497432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001572589,"about_ca_system_score_gemma":0.0003074718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006288928,"about_ca_topic_score_gemma":0.000707097,"domain_scores_codex":[0.9993504,0.0001956681,0.000083067,0.0001612287,0.0001141247,0.00009550973],"domain_scores_gemma":[0.9971801,0.0009319663,0.0009330589,0.0001870133,0.0002763878,0.0004915472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002143477,0.00004982064,0.9990501,0.000007120443,0.00002492214,0.00005793975,0.00002372983,0.00001630452,0.00004885315,0.000006950306,0.00003137246,0.0004686876],"study_design_scores_gemma":[0.00004029123,0.0007017616,0.9975915,0.00001576535,0.00006614037,0.0007861599,0.0001639924,0.0003242928,0.00005475495,0.00003244752,0.0002156448,0.000007398393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991166,0.0003400678,0.0001378875,0.00001977933,0.000008903864,0.00002197668,0.0001385893,0.000002302092,0.0002138679],"genre_scores_gemma":[0.9993319,0.0001211594,0.0001646812,0.00001970783,0.00002066035,0.00002691574,0.0002424503,0.000001757192,0.00007078271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001682168,"threshold_uncertainty_score":0.007235765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03526083913709428,"score_gpt":0.3647089804624614,"score_spread":0.3294481413253671,"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."}}