{"id":"W4232178642","doi":"10.1038/labinvest.2015.18","title":"Kidney/Renal Pathology","year":2015,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pathology; Renal pathology; Kidney; Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003161935,0.00009266819,0.000151512,0.00006921737,0.00003697773,0.00001245833,0.00004592126,0.0001033771,0.00002350303],"category_scores_gemma":[0.0007752845,0.00007420676,0.00003384456,0.0002671961,0.0001734218,0.000113033,0.00002090255,0.0001278461,0.0002403714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004228013,"about_ca_system_score_gemma":0.0004457718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004237582,"about_ca_topic_score_gemma":0.00000114432,"domain_scores_codex":[0.9992505,0.0001003916,0.0001516165,0.0001727164,0.0001875835,0.0001371756],"domain_scores_gemma":[0.9990842,0.00001076627,0.00005356877,0.0002121371,0.0002579034,0.0003813945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001609211,0.000123308,0.2122803,0.0001312337,0.00008299259,0.0008605486,0.003050034,0.00005898473,0.6589375,0.006629878,0.1152516,0.002432765],"study_design_scores_gemma":[0.006779475,0.001591954,0.233581,0.0002730803,0.0002910362,0.0006762192,0.00106012,0.0005529109,0.527759,0.01696537,0.2097791,0.0006908849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944695,0.0002857473,0.0002823464,0.002558028,0.0002336945,0.00014645,0.00001229261,0.00015749,0.001854418],"genre_scores_gemma":[0.9799842,0.00001761409,0.009139593,0.009642173,0.0004380068,0.00003905476,0.000171825,0.00002222684,0.0005453059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1311785,"threshold_uncertainty_score":0.3089569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04624779923595918,"score_gpt":0.2750398530243073,"score_spread":0.2287920537883481,"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."}}