{"id":"W3175316794","doi":"10.1093/ajcp/aqab047","title":"Gene Expression Profiling of Muscle-Invasive Bladder Cancer With Secondary Variant Histology","year":2021,"lang":"en","type":"article","venue":"American Journal of Clinical Pathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Decipher Biosciences (Canada)","funders":"Decipher Biosciences","keywords":"Bladder cancer; Pathology; Cohort; Histology; Biology; Immunohistochemistry; Carcinoma; Subtyping; Cancer; Oncology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002634475,0.0001446513,0.0002442044,0.0006373643,0.0001999031,0.0005259404,0.0001253534,0.0001556016,0.00124142],"category_scores_gemma":[0.0006763223,0.00008053234,0.000147982,0.0006481993,0.0001682499,0.0001139325,0.0002289343,0.0001576926,0.0002177459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002098971,"about_ca_system_score_gemma":0.0001702981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001421,"about_ca_topic_score_gemma":0.002006584,"domain_scores_codex":[0.9997405,0.00005078531,0.00002003791,0.00006806527,0.00007209848,0.00004845423],"domain_scores_gemma":[0.9996493,0.00006503153,0.0001055025,0.00003252357,0.00009089001,0.00005679838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00101048,0.0000602047,0.8863212,0.00007831922,0.00009823824,0.0003210018,0.000145803,0.0001208716,0.1035525,0.00005471809,0.0002317552,0.008004899],"study_design_scores_gemma":[0.000007036833,0.0002650975,0.9868935,0.000009545101,0.00005375024,0.000859286,0.0001986917,0.0004737664,0.01047852,0.00003412284,0.0007228578,0.000003784347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984763,0.0004039128,0.0002029775,0.00002199754,0.000003618422,0.000008840892,0.0004832993,0.000005727085,0.0003932255],"genre_scores_gemma":[0.9986939,0.0001119154,0.0002669807,0.00002271824,0.000003938716,0.00001007246,0.0006718251,0.000003067609,0.0002155486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00124142,"threshold_uncertainty_score":0.004152954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03807308881717943,"score_gpt":0.36868202340139,"score_spread":0.3306089345842106,"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."}}