{"id":"W1993690600","doi":"10.1097/00007890-201007272-01833","title":"ATTRIBUTION: CLASSIFYING CAUSES OF KIDNEY ALLOGRAFT FAILURE","year":2010,"lang":"en","type":"article","venue":"Transplantation","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Attribution; Medicine; Kidney transplantation; Kidney; Intensive care medicine; Internal medicine; Psychology; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00397903,0.0008310719,0.0005288062,0.01011341,0.001025028,0.002023251,0.001780826,0.0007943654,0.01972944],"category_scores_gemma":[0.02937019,0.0002095949,0.001134234,0.005716137,0.0006371533,0.001953207,0.003052048,0.0007772656,0.002950519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007907656,"about_ca_system_score_gemma":0.001975469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004335514,"about_ca_topic_score_gemma":0.003228425,"domain_scores_codex":[0.9963671,0.000770312,0.0008400407,0.0003481776,0.001232105,0.0004423515],"domain_scores_gemma":[0.9844561,0.004271869,0.005373399,0.001317502,0.00252207,0.002059115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002352193,0.00004851753,0.964662,0.0001104608,0.0000656325,0.0001249146,0.00009090515,0.0002518044,0.00009989549,0.00037688,0.007426032,0.02650768],"study_design_scores_gemma":[0.0000648427,0.0001673776,0.9813478,0.0002634337,0.0001665086,0.001676712,0.001033197,0.003176617,0.000559613,0.003585253,0.007905288,0.00005339989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8718083,0.004818624,0.01049805,0.005470031,0.002940118,0.001140157,0.06595125,0.00105161,0.0363219],"genre_scores_gemma":[0.958655,0.001330246,0.0103554,0.0002741977,0.0008246946,0.0002818847,0.02491097,0.000136182,0.003231453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01972944,"threshold_uncertainty_score":0.06600153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001227728863798,"score_gpt":0.2799398704090581,"score_spread":0.2599275931204201,"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."}}