{"id":"W3216084482","doi":"10.1186/s12920-021-01121-8","title":"Mutational signatures among young-onset testicular cancers","year":2021,"lang":"en","type":"article","venue":"BMC Medical Genomics","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Wildlife Fund Canada; Alberta Health Services; Simon Fraser University; University of Calgary","funders":"Canadian Institutes of Health Research; Canadian Cancer Society","keywords":"Human genetics; Biology; Testicular cancer; Genetics; Computational biology; Bioinformatics; Oncology; Medicine; Cancer; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009178652,0.0001390759,0.0002185038,0.00003424181,0.00007328726,0.00001964783,0.00007241727,0.0001390556,0.00139857],"category_scores_gemma":[0.002469476,0.0001181535,0.0001433418,0.0001337166,0.0001420295,0.00002349183,0.00004957173,0.0001700457,0.00006383748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002640207,"about_ca_system_score_gemma":0.004221277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001339042,"about_ca_topic_score_gemma":0.0002846083,"domain_scores_codex":[0.9986243,0.00004937511,0.0002124376,0.0002950193,0.000584948,0.0002339671],"domain_scores_gemma":[0.9985862,0.0002514025,0.00005379717,0.0002357035,0.0001111845,0.0007616901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001322693,0.0005138972,0.9795647,0.0002148769,0.0004149278,0.008961517,0.0001348117,0.000848063,0.0001968235,0.0005101931,0.005426999,0.003080955],"study_design_scores_gemma":[0.003114646,0.00009353346,0.9837279,0.0001490114,0.0005256357,0.00100573,0.0001751027,0.00779402,0.0002926644,0.0005439543,0.002371961,0.0002058522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907727,0.004743047,0.002680372,0.000360713,0.0002963636,0.0002061092,0.0000807255,0.00006561264,0.000794359],"genre_scores_gemma":[0.9902494,0.0001214926,0.006758889,0.001383202,0.0002639962,0.00003064032,0.0006170379,0.00002468434,0.0005506756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007955788,"threshold_uncertainty_score":0.9995143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302323311824857,"score_gpt":0.2737000608005999,"score_spread":0.2606768276823513,"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."}}