{"id":"W2139573109","doi":"10.1111/sdi.12046","title":"Understanding Surgical Preference and Practice in Hemodialysis Vascular Access Creation","year":2013,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Western University","funders":"","keywords":"Medicine; Vascular access; Preference; Hemodialysis; Intensive care medicine; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001571685,0.0002272303,0.0006235687,0.0006169624,0.0003162176,0.00009007107,0.0002609585,0.0003022092,0.0009750429],"category_scores_gemma":[0.001179732,0.0002112792,0.0001448796,0.00131688,0.00009794062,0.0008938934,0.000236647,0.0005442243,0.00007853869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007228084,"about_ca_system_score_gemma":0.0001093551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005963043,"about_ca_topic_score_gemma":0.002953928,"domain_scores_codex":[0.9964979,0.00116374,0.0007419142,0.0005522012,0.0003776636,0.0006665873],"domain_scores_gemma":[0.9960835,0.002964007,0.0002654387,0.0004076376,0.000106749,0.0001726467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002366122,0.0006181945,0.9339436,0.0002090254,0.0002697497,0.00007740426,0.03045774,0.000700694,0.0004185914,0.001783185,0.001404536,0.02988068],"study_design_scores_gemma":[0.02018676,0.0004876914,0.6790893,0.004292196,0.003476928,0.00004222734,0.1537846,0.03842044,0.0004513893,0.06812926,0.02733072,0.004308425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753033,0.000970318,0.0007889036,0.002315456,0.0001379226,0.0009950189,0.000006691274,0.00004896877,0.01943344],"genre_scores_gemma":[0.992473,0.005913713,0.0005921823,0.0002772383,0.000102364,0.0003031019,0.00004210112,0.00002516925,0.0002711439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2548543,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341182988991997,"score_gpt":0.3937606709739211,"score_spread":0.2596423720747215,"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."}}