{"id":"W2105398102","doi":"10.1016/j.eururo.2009.12.029","title":"Prognostic Role of Lymphovascular Invasion in Patients with Urothelial Carcinoma of the Upper Urinary Tract: An International Validation Study","year":2010,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":185,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Lymphovascular invasion; Medicine; Hazard ratio; Urothelial carcinoma; Proportional hazards model; Urology; Upper urinary tract; Internal medicine; Cohort; Urinary system; Stage (stratigraphy); Oncology; Cancer; Metastasis; Bladder cancer; Confidence interval","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":[0.0001800923,0.0001018843,0.0001632446,0.00009427035,0.00002208786,0.00000340757,0.0001746753,0.00003203895,0.00008475404],"category_scores_gemma":[0.00006353368,0.00006497964,0.0000446958,0.00009490267,0.00007490419,0.00007332627,0.00005881367,0.0001435598,0.000006704816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001501408,"about_ca_system_score_gemma":0.0000661908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009116012,"about_ca_topic_score_gemma":0.00001304565,"domain_scores_codex":[0.9989883,0.0002241072,0.00023094,0.0002087015,0.0002416536,0.0001063204],"domain_scores_gemma":[0.9993775,0.00002289365,0.0001094375,0.0003485412,0.0001032636,0.000038396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007778095,0.004315638,0.9900719,0.000006339814,0.00004756123,0.00002006393,0.0008770211,0.00001014365,0.002201057,0.00001597332,0.000001265203,0.001655221],"study_design_scores_gemma":[0.005587764,0.004467899,0.9881927,0.000008605075,0.0001169332,0.00002677467,0.000062217,0.00001882651,0.001344355,0.00001125116,0.0001111371,0.00005155713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968935,0.00001115482,0.000002064819,0.00005192634,0.0001909285,0.0007291647,0.00001220247,0.000008729113,0.002100317],"genre_scores_gemma":[0.9997302,0.000001014827,0.00004387661,0.00007492772,0.00006720679,0.00001024152,0.0000267617,0.00002489987,0.0000208684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004809955,"threshold_uncertainty_score":0.2649793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008469725238063056,"score_gpt":0.2296542699373416,"score_spread":0.2211845446992785,"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."}}