{"id":"W4412840451","doi":"10.5489/cuaj.9193","title":"Lower extremity lymphedema after pelvic nodal dissection for urologic cancers is associated with metastatic recurrence","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lymphedema; Dissection (medical); NODAL; Radiology; Surgery; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006959321,0.0002100651,0.0004420773,0.0002173378,0.0003324645,0.0001106315,0.0001098801,0.0002160801,0.0006935732],"category_scores_gemma":[0.002575713,0.0001504339,0.0002171845,0.0004408146,0.0000531515,0.0001233014,0.000009648584,0.00008603849,0.00001538733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003749885,"about_ca_system_score_gemma":0.002617801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005774325,"about_ca_topic_score_gemma":0.002264556,"domain_scores_codex":[0.9980869,0.000207364,0.0004263857,0.0003154128,0.0003744002,0.0005895498],"domain_scores_gemma":[0.9978817,0.000460533,0.0003374232,0.0001344758,0.0005667493,0.000619191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006554217,0.0001120439,0.9805666,0.00002832969,0.0004240469,0.0001501167,0.00009548818,0.00003120492,0.000009505022,0.00006871195,0.01650016,0.001358347],"study_design_scores_gemma":[0.003611422,0.0005737224,0.9825817,0.0001608341,0.0008386755,0.0001537006,0.0001464784,0.000802975,0.00001054023,0.0014709,0.009414616,0.0002344744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766129,0.001041543,0.001240919,0.01654259,0.0009760304,0.0007611936,0.0002113456,0.00005707333,0.00255639],"genre_scores_gemma":[0.9865863,0.00002611129,0.0001303738,0.01105077,0.0001812742,0.0001131399,0.00003769041,0.00001194863,0.001862362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009973422,"threshold_uncertainty_score":0.980582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371095940457052,"score_gpt":0.2546726503956021,"score_spread":0.2409616909910315,"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."}}