{"id":"W2233867086","doi":"10.1177/112972980300400402","title":"Evaluating the Impact of an Aggressive Strategy to Create Wrist Arterio-Venous Fistula in Patients on Hemodialysis","year":2003,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame","funders":"","keywords":"Wrist; Hemodialysis; Medicine; Fistula; Arteriovenous fistula; Surgery; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00407639,0.0002077804,0.0006345103,0.0002238254,0.0005145983,0.00004401391,0.0007818693,0.00009535604,0.000263908],"category_scores_gemma":[0.000580529,0.0001025294,0.0004852992,0.000529755,0.00005218014,0.0002215959,0.00007389443,0.0006311448,0.00001222148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324454,"about_ca_system_score_gemma":0.000376265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001424063,"about_ca_topic_score_gemma":0.0002338036,"domain_scores_codex":[0.9949383,0.002761664,0.0009897295,0.0001581735,0.000682534,0.00046957],"domain_scores_gemma":[0.9968681,0.0004528152,0.001442316,0.0005956145,0.0004635174,0.0001776005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005890098,0.00689076,0.3930595,0.0001995099,0.003197744,0.00006551025,0.06654566,0.4245469,0.002869647,0.00009641553,0.0008905298,0.09574772],"study_design_scores_gemma":[0.00423042,0.007291756,0.9817541,0.0005663087,0.0007031664,0.000007671289,0.00235027,0.001429054,0.0005779896,0.0007758198,0.00003978735,0.0002736965],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984317,0.0001682524,0.00009049448,0.00008023194,0.0001419585,0.0006825664,0.00001658757,0.000004163162,0.0003840615],"genre_scores_gemma":[0.9994696,0.0001278788,0.00004943456,0.0001795551,0.0001122726,0.00001125483,0.000004941674,0.00002535329,0.00001974097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5886946,"threshold_uncertainty_score":0.4181029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0864013360002323,"score_gpt":0.4596534932937024,"score_spread":0.3732521572934701,"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."}}