{"id":"W3093368837","doi":"10.48083/mqye9599","title":"Tissue-Based Immunohistochemical Markers for Diagnosis and Classification of Renal Cell Carcinoma","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Chromophobe cell; Immunohistochemistry; Renal cell carcinoma; Clear cell; Pathology; Medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002097251,0.0001572676,0.0002988487,0.00009135778,0.00007076518,0.00002245614,0.0001487672,0.0001169125,0.0002353965],"category_scores_gemma":[0.0003914188,0.0001360867,0.0002097267,0.00007346932,0.0001275232,0.00006598877,0.00003671879,0.0002756066,0.000004111441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214613,"about_ca_system_score_gemma":0.0001979982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004598179,"about_ca_topic_score_gemma":3.121681e-7,"domain_scores_codex":[0.9987241,0.00005405989,0.0004502544,0.0002408537,0.0003496865,0.000181061],"domain_scores_gemma":[0.9985893,0.0004216182,0.0003444472,0.0001199649,0.0003371265,0.0001875677],"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":[0.005883833,0.0006827107,0.4074799,0.0003960824,0.0003949805,0.0001357363,0.0004938689,0.0001103454,0.5389333,0.0002319029,0.02561877,0.01963858],"study_design_scores_gemma":[0.01084888,0.005481748,0.5028274,0.00008034825,0.0006303913,0.0002242276,0.0004972747,0.005179975,0.4606016,0.0005409759,0.01276121,0.0003259364],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827588,0.001407129,0.002470316,0.01053226,0.000142834,0.000462712,0.0000408471,0.00002072478,0.002164355],"genre_scores_gemma":[0.9950733,0.0001046956,0.003415772,0.0007947875,0.0002628485,0.00005849325,0.00008884681,0.00001800678,0.0001832064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09534748,"threshold_uncertainty_score":0.5549456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06869820520106269,"score_gpt":0.321282683465575,"score_spread":0.2525844782645124,"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."}}