{"id":"W4211183241","doi":"10.1007/s11912-022-01231-1","title":"Emerging Role of Biomarkers in Testicular Germ Cell Tumors","year":2022,"lang":"en","type":"review","venue":"Current Oncology Reports","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"microRNA; Medicine; Biomarker; Clinical trial; Bioinformatics; Internal medicine; Gene; Biology; Genetics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003609767,0.0004207741,0.002297524,0.0004631953,0.00004653441,0.000004523427,0.00009943599,0.0001842035,0.0004828422],"category_scores_gemma":[0.0004537864,0.0003482111,0.000778557,0.0005437823,0.00009119498,0.00002427627,0.0001773695,0.0004755649,0.00001039019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007018962,"about_ca_system_score_gemma":0.002314204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003784093,"about_ca_topic_score_gemma":0.000002076752,"domain_scores_codex":[0.9970102,0.0002125266,0.001400986,0.0006554032,0.0003582515,0.0003625757],"domain_scores_gemma":[0.9972291,0.0002242479,0.001636435,0.0006372124,0.000047485,0.0002255193],"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":[0.000008769968,0.002185564,0.01959847,0.01110217,0.0003521491,0.01505399,0.00003337884,0.000001240459,0.000001030081,0.000003550414,0.0001890133,0.9514707],"study_design_scores_gemma":[0.0004767318,0.00030859,0.001320542,0.005445146,0.004195991,0.003502933,0.00004458648,0.000006480084,0.000001739438,0.00004199852,0.9844525,0.0002027537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001511033,0.994225,0.000001016346,0.000006635067,0.0008396519,0.001443363,0.00002975933,0.00004331211,0.001900241],"genre_scores_gemma":[0.001583831,0.9968304,0.0001113451,0.000006086465,0.00007118587,0.0004484476,0.000847296,0.00006222275,0.00003919739],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9842635,"threshold_uncertainty_score":0.999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06000639399135013,"score_gpt":0.4049755336190178,"score_spread":0.3449691396276677,"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."}}