{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004608766,0.000180336,0.0003258497,0.0001246381,0.0001237081,0.000007208005,0.0001025628,0.0004948712,0.0006970639],"category_scores_gemma":[0.0003089996,0.0001655988,0.00004680792,0.0002534091,0.0003162588,0.0001815517,0.0000269309,0.0004931646,0.0008439708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003845451,"about_ca_system_score_gemma":0.0004234791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003769344,"about_ca_topic_score_gemma":0.00006353702,"domain_scores_codex":[0.9984235,0.0001684052,0.0004034599,0.0003869507,0.0003453696,0.0002723409],"domain_scores_gemma":[0.9989114,0.0003045726,0.0001686035,0.0002380012,0.0001458113,0.0002316593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006971207,0.0001551122,0.7726304,0.00008676642,0.0006079636,0.001114052,0.002807266,0.0000454341,0.2039357,0.001333358,0.01595961,0.000627222],"study_design_scores_gemma":[0.002536649,0.000272889,0.9751667,0.0000371787,0.0003927576,0.00009323125,0.00006964047,0.000103035,0.01444122,0.001411898,0.005258435,0.0002163532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991888,0.0008802586,0.000052218,0.004981808,0.0006328634,0.000231575,0.00007418217,0.0001287449,0.001130329],"genre_scores_gemma":[0.9879798,0.0005058445,0.0007982721,0.009435988,0.0006056501,0.00002289225,0.0004540901,0.00001986859,0.0001776307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2025363,"threshold_uncertainty_score":0.999934,"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."}}