{"id":"W3093148982","doi":"10.48083/rzeq2256","title":"The Past and Future of Biomarkers in Testicular Germ Cell Tumors","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seminoma; Malignancy; Germ cell tumors; Tumor marker; Medicine; Human chorionic gonadotropin; Germ cell; Pathology; Oncology; Internal medicine; Biology; Cancer; Hormone; Chemotherapy","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":[0.0001375525,0.00009897463,0.000159473,0.00004401472,0.0000706544,0.00002796667,0.0001077099,0.00004531495,0.0000648307],"category_scores_gemma":[0.0002806178,0.00006150769,0.0001156933,0.00009226384,0.00009371802,0.00004656723,0.0000470413,0.0002175485,0.000002929661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045923,"about_ca_system_score_gemma":0.0001037775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000519939,"about_ca_topic_score_gemma":0.000001114482,"domain_scores_codex":[0.9991632,0.00004905404,0.0002668516,0.0001221559,0.0002595057,0.0001392398],"domain_scores_gemma":[0.9992628,0.0002080751,0.0002029986,0.00007279753,0.0001125908,0.0001407959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003294395,0.000193578,0.9745359,0.00003444119,0.000312389,0.0005691594,0.0001696558,0.00002190443,0.0004761069,0.00021056,0.001160417,0.02198649],"study_design_scores_gemma":[0.002899767,0.0004433895,0.9865235,0.00003119854,0.0001364625,0.0003116205,0.0009178969,0.0007381939,0.0001641706,0.000816329,0.00693755,0.00007989059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727447,0.006926519,0.00004477168,0.01871544,0.0001734989,0.0001536329,0.00001511216,0.00001336047,0.001212961],"genre_scores_gemma":[0.9975981,0.000897935,0.0003756724,0.000689307,0.0003743495,0.000005167673,0.00001002674,0.000007724197,0.00004177062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02485335,"threshold_uncertainty_score":0.2508211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793478503056791,"score_gpt":0.2806021545210053,"score_spread":0.2626673694904375,"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."}}