{"id":"W2187576372","doi":"10.1111/hdi.2001.5.1.28","title":"Surgical Revision and Early Cannulation of the Arteriovenous Fistula in Hemodialysis Patients: An Effective Technique","year":2001,"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; Surgery; Hemodialysis; Anastomosis; Arteriovenous fistula; Fistula; Stenosis; Forearm; Thrombosis; Dialysis; Catheter; Cephalic vein; Wrist; Vein; Radiology","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":[0.0006413058,0.0005292514,0.000301432,0.0009217269,0.0005583641,0.0005220454,0.0004034196,0.0004267502,0.0009326378],"category_scores_gemma":[0.003400409,0.0001964271,0.0005461234,0.0003212631,0.0005357016,0.0003920595,0.0004622272,0.0004716577,0.0002765516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576159,"about_ca_system_score_gemma":0.0004837239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00027825,"about_ca_topic_score_gemma":0.0006283686,"domain_scores_codex":[0.9993869,0.0001965149,0.00008475863,0.00007773789,0.0001322123,0.0001218644],"domain_scores_gemma":[0.9977493,0.0007325565,0.0007340261,0.0002753045,0.0001383751,0.000370554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000978641,0.0008388024,0.6937957,0.0004392792,0.0001947082,0.04915017,0.001404081,0.000829235,0.01996838,0.0002924059,0.001257081,0.2308516],"study_design_scores_gemma":[0.0001387067,0.0045572,0.4321233,0.0001512936,0.0002002936,0.5465455,0.0009474308,0.001249988,0.00838406,0.0002865502,0.005343167,0.00007245779],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896191,0.003857838,0.004996844,0.0001499064,0.00007758065,0.00003535439,0.00002363843,0.00004814382,0.001191484],"genre_scores_gemma":[0.9964456,0.0009382962,0.002148923,0.00007845258,0.0001570618,0.00001737521,0.00002825977,0.000006042015,0.0001799966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009326378,"threshold_uncertainty_score":0.003391564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458615303103827,"score_gpt":0.3198622319077889,"score_spread":0.3052760788767506,"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."}}