{"id":"W4402289698","doi":"10.1097/ju9.0000000000000201","title":"Prognostic Factors for Patients With Urachal Carcinoma Undergoing Radical Surgery: Risk Stratification for Future Prospects of Precision Oncology","year":2024,"lang":"en","type":"article","venue":"JU Open Plus","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk stratification; Medicine; Oncology; Internal medicine; Radical surgery; Clinical Oncology; Stratification (seeds); Cancer; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002704932,0.0001441255,0.0004589732,0.00008036249,0.0001531896,0.00002737206,0.00009392789,0.0001362597,0.00001112481],"category_scores_gemma":[0.0005381223,0.00009449602,0.0000951949,0.0001472258,0.00009383079,0.0001675586,0.00005536388,0.0001362274,0.000002692398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756406,"about_ca_system_score_gemma":0.000700936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001854156,"about_ca_topic_score_gemma":0.0001320255,"domain_scores_codex":[0.9989725,0.00004905403,0.0003015522,0.0003319493,0.0001467157,0.0001982672],"domain_scores_gemma":[0.9973194,0.002141583,0.0001455213,0.0001468956,0.0001743707,0.0000722215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00799314,0.001298741,0.9523643,0.001302639,0.0005473304,0.00003303742,0.003109074,0.000007612035,0.00006395959,0.001387678,0.009397791,0.02249466],"study_design_scores_gemma":[0.0037726,0.01449161,0.9642605,0.0002578759,0.0007729444,0.00001692968,0.001492434,0.0004806054,0.0003731692,0.0006751125,0.01321902,0.0001872353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923036,0.0005056504,0.0004434375,0.001037963,0.0005109907,0.004573093,0.0001689328,0.00002937297,0.000426974],"genre_scores_gemma":[0.9962927,0.00002559221,0.002146074,0.00002306388,0.000201364,0.0004473469,0.0003603464,0.00002231867,0.0004812562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02230742,"threshold_uncertainty_score":0.3853436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592759045910586,"score_gpt":0.32410810859487,"score_spread":0.2881805181357642,"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."}}