{"id":"W2146837355","doi":"10.2215/cjn.08920811","title":"Likelihood of Starting Dialysis after Incident Fistula Creation","year":2012,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; York University; Institute for Clinical Evaluative Sciences; University of Calgary; Sunnybrook Hospital; University of Toronto; Western University; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research; Health Canada; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Amgen","keywords":"Medicine; Dialysis; Fistula; Comorbidity; Hemodialysis; Surgery; Dialysis catheter; Nephrology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001079953,0.0001765111,0.0002130392,0.0006968749,0.000530212,0.0008260242,0.0004310815,0.0007025824,0.004380333],"category_scores_gemma":[0.008568415,0.0002373255,0.000582597,0.0005529035,0.0002797102,0.000689678,0.000555029,0.00142661,0.0002517382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003179671,"about_ca_system_score_gemma":0.0004721736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778476,"about_ca_topic_score_gemma":0.001887077,"domain_scores_codex":[0.9990879,0.0002467068,0.0001282541,0.0001851384,0.0001474096,0.0002044922],"domain_scores_gemma":[0.983933,0.003839636,0.009362001,0.0005013699,0.0005715608,0.001792432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002183236,0.00001395766,0.9994311,0.000002573004,0.000006971182,0.00004093188,0.00001265594,0.00001815809,0.00001552385,0.000009098459,0.00004079233,0.0003864598],"study_design_scores_gemma":[0.000004678246,0.00006167919,0.9978448,0.00001311937,0.0000191398,0.001292275,0.0001080781,0.0003698441,0.00006390165,0.00006403672,0.000153148,0.000005371242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986436,0.000266312,0.0001870968,0.0001741984,0.00001001563,0.000006505702,0.0002466615,0.000005794128,0.000459755],"genre_scores_gemma":[0.9994341,0.00008206572,0.0001445636,0.00002688737,0.00002218715,0.000004692016,0.0002027931,0.00000155821,0.00008128129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004380333,"threshold_uncertainty_score":0.01465374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05278646545182587,"score_gpt":0.4184958603432072,"score_spread":0.3657093948913813,"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."}}