{"id":"W4281256430","doi":"10.1111/his.14700","title":"<scp>WHO</scp> 2022 landscape of papillary and chromophobe renal cell carcinoma","year":2022,"lang":"en","type":"review","venue":"Histopathology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Cancer Research UK; Francis Crick Institute; World Health Organization","keywords":"Papillary renal cell carcinomas; Chromophobe cell; Pathology; Clear cell; Grading (engineering); Oncocytoma; Renal cell carcinoma; TFE3; Renal oncocytoma; Eosinophilic; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004002925,0.0006476904,0.003217124,0.0005871545,0.0001251478,0.000006307749,0.0002517174,0.0004714954,0.0007455871],"category_scores_gemma":[0.0001092368,0.0005472912,0.0006531423,0.0003836407,0.0002589132,0.00003166045,0.0003907045,0.0008517864,0.00005383466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004380449,"about_ca_system_score_gemma":0.000654039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003621617,"about_ca_topic_score_gemma":0.000003706034,"domain_scores_codex":[0.9967422,0.0005118815,0.000906108,0.0009233378,0.000415312,0.0005011812],"domain_scores_gemma":[0.9975718,0.0004453305,0.0006946465,0.0009759784,0.00005742597,0.0002548136],"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":[0.0001690388,0.001997402,0.009349329,0.1721389,0.0003098068,0.0798664,0.003129646,0.000001268049,0.001736411,0.0003677499,0.1039734,0.6269606],"study_design_scores_gemma":[0.000898535,0.001804621,0.002993341,0.0006329308,0.002458076,0.008736704,0.00005783695,0.000001191658,0.00005925672,0.000009133752,0.9821903,0.0001580368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02157932,0.9459913,0.000001423672,0.00001110163,0.000429757,0.0009265032,0.0001340243,0.00004271726,0.03088382],"genre_scores_gemma":[0.0008096902,0.9861566,0.0001632515,0.00007400673,0.000234864,0.0002513371,0.0006865247,0.0001301033,0.01149365],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8782169,"threshold_uncertainty_score":0.9996979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220802016750317,"score_gpt":0.2654356372430326,"score_spread":0.2332276170755294,"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."}}