{"id":"W2951312197","doi":"10.1093/ndt/gfz101.sao013","title":"SaO013ARCHETYPE ANALYSIS IDENTIFIES DISTINCT PROFILES IN RENAL TRANSPLANT RECIPIENTS WITH TRANSPLANT GLOMERULOPATHY ASSOCIATED WITH ALLOGRAFT SURVIVAL","year":2019,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Université de Sherbrooke","funders":"","keywords":"Medicine; Renal transplant; Transplantation; Kidney transplant; Immunology; Pathology; Kidney transplantation; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007189806,0.0004360036,0.00121593,0.0009009402,0.00009936606,0.00003571861,0.0001839995,0.0003104502,0.0001530094],"category_scores_gemma":[0.00001838548,0.0002989838,0.0003743533,0.00191864,0.0002479651,0.0002155784,0.000006760477,0.00043824,0.00003032357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007892311,"about_ca_system_score_gemma":0.000106666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003178826,"about_ca_topic_score_gemma":0.01038777,"domain_scores_codex":[0.9967564,0.0004956701,0.0006307723,0.000824194,0.0006920319,0.0006009584],"domain_scores_gemma":[0.9987873,0.0003058619,0.0002209476,0.0003988208,0.0001523948,0.000134637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007268982,0.0004137539,0.9658148,0.000114782,0.003680757,0.001059012,0.002735352,0.001610377,0.01694767,0.00002406371,0.000003077514,0.0003273262],"study_design_scores_gemma":[0.006072555,0.001065014,0.9795119,0.0002962767,0.008906618,0.0001615437,0.0001033578,0.0005813302,0.002880841,0.00002210696,0.00001974122,0.0003787517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949425,0.0001120269,0.003049845,0.0002463776,0.00007445714,0.0007954786,0.0002166073,0.0001395502,0.0004231535],"genre_scores_gemma":[0.9938965,0.0005182183,0.0003427505,0.0001192744,0.00003724675,0.000126017,0.004730145,0.00003793406,0.0001919353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406682,"threshold_uncertainty_score":0.9999462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264149381683568,"score_gpt":0.2433913203112617,"score_spread":0.230749826494426,"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."}}