{"id":"W1998078414","doi":"10.1111/j.1600-6143.2004.00585.x","title":"Banff 2003 Meeting Report: New Diagnostic Insights and Standards","year":2004,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":247,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"Pfizer","keywords":"Medicine; Consensus conference; Pathology; Clinical trial; Immunology; Intensive care medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001857264,0.0001201998,0.0003160802,0.000145974,0.00005208246,0.00001977379,0.00003247987,0.00002439936,0.00001402226],"category_scores_gemma":[0.0001613755,0.00008942713,0.00006895822,0.0002616823,0.00007140895,0.00016696,0.000001240144,0.0001227425,0.000001870591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043302,"about_ca_system_score_gemma":0.0004788511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002159215,"about_ca_topic_score_gemma":0.00004048381,"domain_scores_codex":[0.9987136,0.00003023736,0.0004676552,0.0001165403,0.0005514166,0.0001206001],"domain_scores_gemma":[0.998807,0.0001267726,0.0003708079,0.00007071218,0.0004045934,0.0002201844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01210069,0.001219208,0.5489625,0.001946164,0.003678186,0.1006647,0.03757472,0.005583966,0.01814546,0.002296324,0.0004111031,0.267417],"study_design_scores_gemma":[0.02773207,0.00712172,0.8377994,0.007302081,0.00376459,0.08228886,0.001460302,0.00001824827,0.02803597,0.001444842,0.002485591,0.0005462979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969201,0.0007825583,0.02801273,0.0008469902,0.0001625751,0.0001536633,0.00001813701,0.00001416701,0.0008082324],"genre_scores_gemma":[0.9821234,0.005050682,0.01243803,0.0002055049,0.00009497115,0.000001184956,0.00002576423,0.0000140594,0.00004635191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.288837,"threshold_uncertainty_score":0.3646733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008454845460699231,"score_gpt":0.2856930201404298,"score_spread":0.2772381746797306,"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."}}