{"id":"W2199741929","doi":"10.1177/112972980700800412","title":"Risk Factors for the Development of Cephalic Arch Stenosis","year":2007,"lang":"en","type":"article","venue":"The Journal of Vascular Access","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Siemens USA","keywords":"Medicine; Cephalic vein; Fistula; Brachiocephalic artery; Brachiocephalic vein; Stenosis; Arteriovenous fistula; Surgery; Hemodialysis; Vein; Aortic arch; Internal medicine; Cardiology; Superior vena cava; Aorta","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":[0.006755373,0.0001146499,0.0003354349,0.0001119817,0.0009964895,0.00001131694,0.0008352735,0.00007640051,0.00009248005],"category_scores_gemma":[0.0002199901,0.00005085992,0.0003904313,0.0002140552,0.00005543638,0.0001047505,0.0001186611,0.0004556441,0.000002969885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110118,"about_ca_system_score_gemma":0.0002386792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002678343,"about_ca_topic_score_gemma":0.0003299073,"domain_scores_codex":[0.9978769,0.0003030169,0.0009229399,0.00007168724,0.0004458252,0.0003796581],"domain_scores_gemma":[0.9958833,0.002372797,0.000987671,0.0002843862,0.0003797438,0.00009205791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001091048,0.0006598078,0.7299384,0.0004469272,0.004708723,0.000002362589,0.1692911,0.001012633,0.002644834,0.0001811726,0.002331646,0.08769143],"study_design_scores_gemma":[0.001524969,0.0001341472,0.9599909,0.0001538287,0.001263918,0.000002009026,0.01235941,0.00009494076,0.006405535,0.0004012462,0.01751078,0.0001582949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9369444,0.0007198775,0.06115537,0.0001855262,0.0003841836,0.0005009747,0.000007511771,0.00000447953,0.00009770782],"genre_scores_gemma":[0.9981073,0.0007064639,0.0007721011,0.0000999396,0.0002425832,0.000005611458,0.00000150058,0.00001763298,0.00004685914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2300526,"threshold_uncertainty_score":0.7664292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09183405004780508,"score_gpt":0.4100740175245469,"score_spread":0.3182399674767418,"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."}}