{"id":"W183454273","doi":"10.1016/j.humimm.2012.07.298","title":"172-P","year":2012,"lang":"en","type":"article","venue":"Human Immunology","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Creatinine; Renal function; Rituximab; Antibody; Urology; Immunology; Antigen; Donor specific antibodies; B cell; Internal medicine; Human leukocyte antigen; Gastroenterology","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":[0.00002733253,0.00005452064,0.0001091436,0.00004466179,0.00004972214,0.000002229619,0.00002336281,0.00004239707,0.0008921854],"category_scores_gemma":[0.000002787706,0.00004164241,0.00004342182,0.00003079669,0.00003572412,0.00003846935,0.000006190563,0.00006088558,0.0006659691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001865185,"about_ca_system_score_gemma":0.000005636291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001620945,"about_ca_topic_score_gemma":0.00000102728,"domain_scores_codex":[0.9996374,0.00001313806,0.00008668272,0.00005490865,0.00004118794,0.0001667254],"domain_scores_gemma":[0.9998001,0.00001222786,0.00001943081,0.0001170993,0.00001202976,0.000039126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000111136,0.0004725114,0.9116418,0.00005365219,0.0005002019,0.000050382,0.0007428839,1.147697e-7,0.04583095,0.03668965,0.0002396568,0.003667034],"study_design_scores_gemma":[0.001406671,0.0001474081,0.9811985,0.00002302817,0.00006565842,0.0002285889,0.0000309406,1.890841e-7,0.004131936,0.0001067376,0.01261424,0.00004603988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664164,0.0009835003,0.00004273461,0.000143495,0.0001862756,0.00008408659,0.000001486338,0.00004730439,0.03209476],"genre_scores_gemma":[0.9942047,0.0000505937,0.0002661286,0.0002384491,0.00006620085,0.000008092155,0.00003897189,0.00000760604,0.005119252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06955674,"threshold_uncertainty_score":0.9768804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989410104055779,"score_gpt":0.3336745942080022,"score_spread":0.2937804931674444,"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."}}