{"id":"W2139692159","doi":"10.1111/sdi.12185","title":"Fistula Eligibility: A Work in Progress","year":2014,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Institute for Clinical Evaluative Sciences; London Health Sciences Centre","funders":"","keywords":"Medicine; Fistula; Hemodialysis; Arteriovenous fistula; Intensive care medicine; Central venous catheter; Vascular access; Radiological weapon; Hemodialysis Catheter; Hemodialysis access; Catheter; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001673961,0.0002029146,0.0006435034,0.0003989117,0.0001941264,0.00001419532,0.0002949402,0.0002649692,0.0003708782],"category_scores_gemma":[0.0004537359,0.0001870483,0.000193468,0.00147381,0.00009803511,0.00007276463,0.0001496836,0.000577989,0.0002024837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003743911,"about_ca_system_score_gemma":0.00008425062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005923244,"about_ca_topic_score_gemma":0.004087538,"domain_scores_codex":[0.9969274,0.0007020212,0.0007594483,0.0005122616,0.0002782225,0.0008206484],"domain_scores_gemma":[0.9983686,0.0006125922,0.0001764098,0.0006541762,0.00005227014,0.0001359909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000111488,0.0002647473,0.926577,0.00007070363,0.00002085591,0.00001035169,0.01064606,0.00003994206,0.00002627066,0.0001704653,0.001983404,0.06007873],"study_design_scores_gemma":[0.004269287,0.0002145638,0.8757182,0.002471743,0.0002747551,0.000001088947,0.005352332,0.002470604,0.0001818181,0.009048007,0.09877787,0.00121968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916652,0.0007744476,0.00005624115,0.001646529,0.0002837618,0.0005720499,0.000006085154,0.00006059419,0.004935055],"genre_scores_gemma":[0.9970778,0.000204566,0.0008561603,0.0005298218,0.0001977338,0.0002825242,0.00003064855,0.00002811133,0.000792629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09679446,"threshold_uncertainty_score":0.7627608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0239582458549602,"score_gpt":0.3657950890590765,"score_spread":0.3418368432041163,"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."}}