{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006508388,0.0008257335,0.001632814,0.002348026,0.0004112271,0.002701787,0.0009068509,0.002541706,0.001796182],"category_scores_gemma":[0.009187267,0.0003803373,0.0008484599,0.00188091,0.002048801,0.004232429,0.001340729,0.003589026,0.000744357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489595,"about_ca_system_score_gemma":0.002058315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001272142,"about_ca_topic_score_gemma":0.001603101,"domain_scores_codex":[0.9979861,0.0008758839,0.0002991348,0.0002243341,0.0004961747,0.0001183254],"domain_scores_gemma":[0.9909114,0.006086597,0.0007298067,0.0002154363,0.001681178,0.0003756674],"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":[0.0002819954,0.00008514789,0.003273612,0.007824908,0.0002228996,0.0005282387,0.0003316127,0.0007392481,0.001977574,0.01701751,0.02910694,0.9386103],"study_design_scores_gemma":[0.00004257776,0.0005124818,0.006042412,0.008054263,0.0003305094,0.003261904,0.0005308706,0.001054385,0.001749127,0.02204425,0.9562455,0.0001317479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003938485,0.9936985,0.0005143669,0.004000385,0.0007078676,0.000003333394,0.0000209674,0.00001626614,0.0006444196],"genre_scores_gemma":[0.01143169,0.9780158,0.002758538,0.004196342,0.002880397,0.00002667465,0.00006572915,0.00001350831,0.0006112609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006508388,"threshold_uncertainty_score":0.03442007,"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."}}