{"id":"W4396887599","doi":"10.1016/j.clgc.2024.102120","title":"Hydronephrosis as a Prognostic Factor in Primary Bladder Adenocarcinoma: Insights from a 15-Year Tertiary Center Experience","year":2024,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Hydronephrosis; Oncology; Adenocarcinoma; Bladder cancer; Center (category theory); Internal medicine; Urology; Cancer; Urinary 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009181935,0.0003811793,0.0007381813,0.0001735955,0.0001014758,0.00003602589,0.0002230273,0.0003488004,0.0007819368],"category_scores_gemma":[0.0001412672,0.0003050068,0.0003459147,0.0003588107,0.0004591996,0.0002736975,0.0003498495,0.0009227548,0.0005710831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002466979,"about_ca_system_score_gemma":0.0004492079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000128312,"about_ca_topic_score_gemma":0.00006276595,"domain_scores_codex":[0.997084,0.000187011,0.000887591,0.001007354,0.0003361733,0.0004979011],"domain_scores_gemma":[0.998397,0.0007036111,0.00008234047,0.0004396599,0.00006312052,0.0003142898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001116418,0.001517018,0.9741491,0.0001326379,0.0005024858,0.006103403,0.002279781,0.000001272357,0.00113684,0.000005668169,0.005550986,0.007504387],"study_design_scores_gemma":[0.002206584,0.001571936,0.9699649,0.0005233763,0.0002410875,0.00009062533,0.0004020662,0.00006713763,0.0002859461,0.000203425,0.0240842,0.0003587511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512666,0.04103389,0.000004897313,0.002024285,0.001743306,0.0007441806,0.00007565202,0.0001733966,0.002933782],"genre_scores_gemma":[0.9880714,0.003487532,0.0002641306,0.003424142,0.001831241,0.0004705898,0.00005188165,0.00005756119,0.002341457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03754636,"threshold_uncertainty_score":0.9999402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04491257203289088,"score_gpt":0.3677872979111405,"score_spread":0.3228747258782496,"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."}}