{"id":"W2791728754","doi":"10.1016/j.clgc.2018.02.005","title":"Revisiting the Prognostic Heterogeneity of AJCC Stage IV Carcinomas of the Upper Urinary Tract","year":2018,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; AJCC staging system; Hazard ratio; Proportional hazards model; Stage (stratigraphy); Renal pelvis; Oncology; Confidence interval; Cancer staging; Cancer; Surveillance, Epidemiology, and End Results; Cancer registry; Survival analysis; Internal medicine; Urinary system; Staging system","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":[0.0004874067,0.0002135064,0.0005350015,0.00003182923,0.0001565723,0.000006995403,0.0003338573,0.0001355974,0.0004037484],"category_scores_gemma":[0.0002427279,0.0001137371,0.0005128268,0.0002435101,0.0007702496,0.00005399,0.0001940629,0.0003742377,0.00001524984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006227242,"about_ca_system_score_gemma":0.0004460995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597542,"about_ca_topic_score_gemma":0.000007001342,"domain_scores_codex":[0.9978191,0.0002952838,0.0008271793,0.0003723094,0.0003805468,0.0003055532],"domain_scores_gemma":[0.9979787,0.0003913007,0.0003889272,0.0008456014,0.0002629758,0.000132501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006530351,0.0006033378,0.9855209,0.0001975146,0.0002287729,0.00003609404,0.0001556334,0.000003043366,0.0008516975,0.00000966075,0.0003338557,0.01140647],"study_design_scores_gemma":[0.001515854,0.001815293,0.9830554,0.000326324,0.0004750384,0.00006293013,0.00009264629,0.00004663434,0.006464445,0.00002734827,0.006004442,0.0001137078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904408,0.003698028,0.000007297833,0.001542414,0.0007705072,0.0008188272,0.00009831437,0.00002191606,0.002601901],"genre_scores_gemma":[0.994766,0.0004500458,0.0001218888,0.0006871889,0.002683095,0.00006497762,0.000003850098,0.00003521471,0.001187728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01129276,"threshold_uncertainty_score":0.4638066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08032134750045948,"score_gpt":0.3931273802920347,"score_spread":0.3128060327915752,"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."}}