{"id":"W4234046917","doi":"10.1038/s41379-019-0241-9","title":"Abstracts from USCAP 2019: Medical Renal Pathology (including transplantation) (1581-1620)","year":2019,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pathology; Medicine; Renal pathology; Transplantation; Anatomical pathology; Kidney; Immunohistochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003574799,0.0002866929,0.0006389495,0.0001726279,0.00008824322,0.00001831718,0.0001957057,0.0004798829,0.002108772],"category_scores_gemma":[0.0001551148,0.0002432799,0.0002140855,0.0001088546,0.0001871676,0.0001230279,0.00007290869,0.0005079931,0.001489975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004446434,"about_ca_system_score_gemma":0.0002025795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008445372,"about_ca_topic_score_gemma":0.00004623153,"domain_scores_codex":[0.9974871,0.000161385,0.000579411,0.0006906751,0.0005397605,0.0005416814],"domain_scores_gemma":[0.9986434,0.0002076273,0.000155701,0.0005047658,0.00009059309,0.00039792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005425547,0.001881665,0.181465,0.001040143,0.0006445916,0.08355904,0.007974526,0.0009166897,0.61169,0.002445449,0.005936299,0.09702107],"study_design_scores_gemma":[0.007350966,0.0009348398,0.9610006,0.0004818911,0.000535847,0.006365595,0.0001437895,0.00361639,0.005865594,0.009068087,0.003925288,0.0007110917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865897,0.002176267,0.002814004,0.001972127,0.0006479112,0.0003273032,0.000174399,0.0001278778,0.005170431],"genre_scores_gemma":[0.9933503,0.001130715,0.0008674542,0.002427142,0.0003771069,0.00002680525,0.000600146,0.00004717662,0.001173197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7795356,"threshold_uncertainty_score":0.9992875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662231938546587,"score_gpt":0.2802165503071156,"score_spread":0.2635942309216497,"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."}}