{"id":"W2014498184","doi":"10.1053/suro.2002.36979","title":"Controversies in the management of testicular seminoma","year":2002,"lang":"en","type":"review","venue":"Seminars in Urologic Oncology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Seminoma; Carboplatin; Radiation therapy; Chemotherapy; Lymphadenectomy; Disease; Surgery; Intensive care medicine; External beam radiotherapy; Testicular cancer; General surgery; Internal medicine; Cancer; Brachytherapy; Cisplatin","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":[0.0003501352,0.0003406547,0.001796675,0.0002436381,0.00002063152,0.000004382549,0.0002957008,0.000417958,0.0001250539],"category_scores_gemma":[0.0002446629,0.0002028454,0.0003524844,0.0004453232,0.0001962074,0.00001163213,0.0001108181,0.0004054022,0.00005135197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123222,"about_ca_system_score_gemma":0.0001122048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001625241,"about_ca_topic_score_gemma":0.000003949026,"domain_scores_codex":[0.9980429,0.0003302023,0.0006388173,0.0004116967,0.0002152416,0.0003611119],"domain_scores_gemma":[0.9976187,0.001423885,0.0003613255,0.0005175036,0.0000209771,0.00005762003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004897502,0.001713215,0.003077002,0.008086871,0.0003995669,0.01757455,0.00008687689,0.000002079033,4.29431e-8,0.0003582204,0.001119309,0.9675333],"study_design_scores_gemma":[0.001769119,0.001764721,0.001692976,0.007714581,0.004209834,0.0009319109,0.0001438241,0.00001293573,4.773021e-8,0.000155973,0.9814445,0.0001595605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003814753,0.9869237,8.934749e-7,0.0002175691,0.0001118158,0.001725571,0.00001948791,0.00001302557,0.01060645],"genre_scores_gemma":[0.001951231,0.9961272,0.0008629558,0.0003619826,0.00003241515,0.0003276429,0.00005576422,0.00001971754,0.0002610605],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9803252,"threshold_uncertainty_score":0.8271797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0448698922830275,"score_gpt":0.3581663127511469,"score_spread":0.3132964204681194,"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."}}