{"id":"W2096603263","doi":"10.1186/1471-2369-13-167","title":"Comparative effectiveness studies to improve clinical outcomes in end stage renal disease: the DEcIDE patient outcomes in end stage renal disease study","year":2012,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; End stage renal disease; Dialysis; Nephrology; Kidney disease; Intensive care medicine; Disease; Disease registry; Internal medicine; Quality of life (healthcare); Emergency medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002187861,0.000506972,0.001772902,0.0004023201,0.0001251132,0.00003275664,0.0002994146,0.00008148215,0.0001566687],"category_scores_gemma":[0.001063465,0.0002962818,0.0004616701,0.0004059463,0.0003692032,0.0001445428,0.0006645051,0.0004132777,0.00006809476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002494752,"about_ca_system_score_gemma":0.0002021317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002099936,"about_ca_topic_score_gemma":0.002437204,"domain_scores_codex":[0.9940088,0.002479569,0.001187511,0.0008103531,0.0006781135,0.0008357],"domain_scores_gemma":[0.995125,0.002822264,0.0002814895,0.0009060996,0.00009273801,0.0007724274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006403054,0.007114071,0.9799548,0.0001119939,0.00143859,0.0003633224,0.001871031,0.0005240014,0.00005820855,0.0004365882,0.000312146,0.001412158],"study_design_scores_gemma":[0.005332919,0.001195045,0.9844855,0.00005847875,0.0008267916,4.009444e-7,0.003183492,0.00009645124,0.0000186452,0.00007470872,0.004422851,0.0003047142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924083,0.001060814,0.000123822,0.0009600356,0.0005820486,0.004544804,0.0001793295,0.00003951452,0.0001013549],"genre_scores_gemma":[0.9951389,0.0000374824,0.0001148838,0.002575509,0.0001613479,0.001328948,0.00005004643,0.00003239006,0.000560515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005919025,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06636774007020824,"score_gpt":0.4014743226238183,"score_spread":0.3351065825536101,"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."}}