{"id":"W2017883080","doi":"10.1186/1471-2369-15-38","title":"The impact of patient preference on dialysis modality and hemodialysis vascular access","year":2014,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Medicine; Dialysis; Hemodialysis; Home hemodialysis; Peritoneal dialysis; Nephrology; Home dialysis; Central venous catheter; Odds ratio; Confidence interval; Intensive care medicine; Kidney disease; Internal medicine; Catheter; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004221138,0.000138339,0.0004232146,0.0001104655,0.00008490348,0.00002904098,0.0001468023,0.00006039442,0.00006645687],"category_scores_gemma":[0.0002227152,0.00007237523,0.0003716531,0.00020938,0.0001572396,0.00003425387,0.0001516082,0.00007463365,0.000007913995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002891144,"about_ca_system_score_gemma":0.00003978447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003424314,"about_ca_topic_score_gemma":0.0000730393,"domain_scores_codex":[0.998695,0.0003153465,0.0002777684,0.0002730022,0.0002317783,0.0002070783],"domain_scores_gemma":[0.9988073,0.0002728497,0.0001447705,0.0005729378,0.00007845483,0.0001236606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004877908,0.002463833,0.5521762,0.0004094849,0.00786596,0.00001086175,0.0007539986,0.01800499,0.002813025,0.01193325,0.00366055,0.3950299],"study_design_scores_gemma":[0.001090045,0.0008055401,0.9837039,0.0000141502,0.001012593,9.297284e-7,0.000026465,0.008811376,0.0002844692,0.002279741,0.001864264,0.0001064941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996401,0.000167194,0.0009257923,0.0003144261,0.00003338994,0.0002985168,0.000004473276,0.00001408984,0.001841093],"genre_scores_gemma":[0.9992396,0.0001707533,0.00007703251,0.0003547672,0.00006084201,0.00004155928,0.00001406588,0.000008336666,0.00003309232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4315277,"threshold_uncertainty_score":0.2951376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02540487160329216,"score_gpt":0.2915244908525282,"score_spread":0.2661196192492361,"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."}}