{"id":"W4254395504","doi":"10.1038/s41374-019-0224-y","title":"Abstracts from USCAP 2019: Medical Renal Pathology (including transplantation) (1581-1620)","year":2019,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Transplantation; Pathology; Medicine; Renal pathology; Kidney; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00238722,0.001584736,0.001353458,0.007061177,0.00134002,0.004572161,0.001246555,0.003477804,0.5235805],"category_scores_gemma":[0.009835232,0.0007270807,0.001207129,0.003672303,0.0003764237,0.001181539,0.002399975,0.002293687,0.363134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134181,"about_ca_system_score_gemma":0.0061711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01088145,"about_ca_topic_score_gemma":0.01860875,"domain_scores_codex":[0.9979401,0.0002856972,0.0003431457,0.0001587463,0.001027234,0.0002450996],"domain_scores_gemma":[0.9815377,0.001950453,0.001364996,0.0004500168,0.01028185,0.004414868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006282549,0.00002898978,0.0001806573,0.0001452417,0.000004986167,0.00003565229,0.000002031361,0.00002220084,0.0000867862,0.00005212694,0.9896147,0.00976391],"study_design_scores_gemma":[0.0001389395,0.00005923907,0.006595688,0.0008196694,0.00002404931,0.0001468227,0.0000258918,0.0001421403,0.0002518802,0.0003719151,0.9914011,0.00002255921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00294005,0.0258355,0.001162291,0.05700017,0.1229102,0.001652475,0.2184225,0.002699182,0.5673776],"genre_scores_gemma":[0.008817819,0.01642156,0.001383909,0.02406794,0.08012966,0.0008056051,0.1363173,0.0008753137,0.7311809],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5235805,"threshold_uncertainty_score":0.6795546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456198271416644,"score_gpt":0.257652282621777,"score_spread":0.2430902999076106,"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."}}