{"id":"W2233612990","doi":"10.1111/sdi.12465","title":"A Patient‐Centered Approach to Hemodialysis Vascular Access in the Era of Fistula First","year":2016,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Arteriovenous fistula; Hemodialysis; Population; Medicaid; Intensive care medicine; Psychological intervention; Fistula; Dialysis; Surgery; Nursing; Health care","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":[0.001190246,0.0002864321,0.0008753961,0.0005436413,0.0002659444,0.00002358011,0.0009582559,0.0002276332,0.0002858722],"category_scores_gemma":[0.0005268329,0.0001727548,0.0004977368,0.002179389,0.00009122561,0.0001909027,0.0003714457,0.0004208999,0.00005789953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768471,"about_ca_system_score_gemma":0.0001025436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002201203,"about_ca_topic_score_gemma":0.004507883,"domain_scores_codex":[0.9959572,0.0008783371,0.001127977,0.000606875,0.0006050555,0.0008245654],"domain_scores_gemma":[0.997352,0.0009466999,0.0003288275,0.001114875,0.0001149575,0.0001426608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003483804,0.00220605,0.8021758,0.0002947624,0.000330864,0.00002093188,0.1094277,0.0005499138,0.0008540447,0.0002168998,0.007129366,0.07644533],"study_design_scores_gemma":[0.01907594,0.001001008,0.7991902,0.009113345,0.002723353,0.000007346243,0.07458324,0.002498947,0.003487573,0.00475451,0.0796551,0.003909422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912243,0.0003683627,0.0006291746,0.002748889,0.0001750172,0.001274665,0.00007648207,0.0000244941,0.00347862],"genre_scores_gemma":[0.9969986,0.0006667353,0.0005675316,0.0009051264,0.0001010773,0.0005868085,0.000036863,0.00003276585,0.0001044814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07253591,"threshold_uncertainty_score":0.7044738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0336000752856383,"score_gpt":0.3257817298227284,"score_spread":0.2921816545370901,"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."}}