{"id":"W132013398","doi":"10.1016/j.path.2014.04.005","title":"Renalomics","year":2014,"lang":"en","type":"review","venue":"Surgical pathology clinics","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Renal transplant; Pathology; Data science; Medical physics; Computational biology; Bioinformatics; Transplantation; Computer science; Internal medicine; Biology","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":[0.001005214,0.0005775592,0.001291514,0.003817387,0.0003449548,0.001917058,0.0006552488,0.001031633,0.01936365],"category_scores_gemma":[0.002660188,0.0002991271,0.0007107459,0.004386364,0.0004769215,0.001635401,0.001303585,0.001457001,0.004809645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008750787,"about_ca_system_score_gemma":0.003469236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091701,"about_ca_topic_score_gemma":0.00502446,"domain_scores_codex":[0.999523,0.00009648393,0.00009545785,0.00007071919,0.0001578921,0.000056407],"domain_scores_gemma":[0.9991425,0.0003457859,0.0002008768,0.00003422529,0.0001952986,0.00008112225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007640556,0.00004154169,0.0005189548,0.01879015,0.0001286101,0.0001475434,0.00005917247,0.0001080124,0.000449907,0.003375904,0.06904995,0.9072539],"study_design_scores_gemma":[0.00003478584,0.00003207551,0.001958017,0.01522963,0.0003055454,0.001149948,0.00007522741,0.00004394434,0.0002502635,0.001386286,0.9795182,0.00001606687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003085871,0.9884723,0.0003412812,0.001327545,0.0005625861,0.00002384413,0.0002493826,0.00004717983,0.008667213],"genre_scores_gemma":[0.002076716,0.9917246,0.0007265225,0.001266875,0.0005313329,0.0000189672,0.000342432,0.000009406706,0.003303274],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01936365,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08453937321135066,"score_gpt":0.4371302396790454,"score_spread":0.3525908664676947,"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."}}