{"id":"W2592873754","doi":"10.1016/j.clgc.2017.02.002","title":"Clinical Outcomes of Perioperative Chemotherapy in Patients With Locally Advanced Penile Squamous-Cell Carcinoma: Results of a Multicenter Analysis","year":2017,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Genital Health and Disease","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; McMaster University","funders":"National Cancer Institute","keywords":"Medicine; Chemotherapy; Internal medicine; Perioperative; Oncology; Lymph node; Stage (stratigraphy); Proportional hazards model; Penile cancer; Retrospective cohort study; Surgery; Cancer","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":[0.0004914752,0.0002523671,0.001356791,0.0001375348,0.00008470465,0.000009547992,0.0002911468,0.0001930347,0.0001264438],"category_scores_gemma":[0.0007251268,0.0001805305,0.0005772563,0.0001942838,0.0005021889,0.0001233922,0.0001014589,0.0003921779,0.000006905283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006012992,"about_ca_system_score_gemma":0.0005927809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004753572,"about_ca_topic_score_gemma":0.0003083039,"domain_scores_codex":[0.9966586,0.0001743357,0.001820926,0.0005949211,0.0003977942,0.0003534836],"domain_scores_gemma":[0.9965444,0.0003976628,0.0009260287,0.001082279,0.0005596611,0.000489998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04043075,0.005000982,0.9502493,0.0002069227,0.0001041094,0.00004574609,0.0001618841,0.00005333825,0.00000747899,4.689898e-7,0.00008893956,0.003650093],"study_design_scores_gemma":[0.04856499,0.004224908,0.9457689,0.00002976006,0.0006262291,1.601908e-7,0.0001147151,0.0002631978,0.00009307903,0.000001204595,0.0001427552,0.0001700861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996541,0.0002872299,0.000006986445,0.0003879563,0.0002364499,0.0009775844,0.0002165502,0.0000101832,0.001336092],"genre_scores_gemma":[0.9973612,0.00004254621,0.0009280928,0.0006035291,0.0001226819,0.0000474075,0.00005002994,0.00002763548,0.0008168414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008134235,"threshold_uncertainty_score":0.7361821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03055347263178582,"score_gpt":0.3955897897592803,"score_spread":0.3650363171274945,"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."}}