{"id":"W2977502194","doi":"10.1093/annonc/mdz249.002","title":"Redefining the IGCCCG classification in advanced non-seminoma","year":2019,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Seminoma; Internal medicine; Chemotherapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00328532,0.0004601195,0.0004804555,0.002782549,0.0009152318,0.001874938,0.0009355574,0.0008794927,0.004085157],"category_scores_gemma":[0.008647325,0.0001649533,0.0006167502,0.002193315,0.0008861902,0.001260387,0.001453605,0.001938589,0.001361647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001745264,"about_ca_system_score_gemma":0.002162971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02303141,"about_ca_topic_score_gemma":0.04672696,"domain_scores_codex":[0.9982342,0.0005290139,0.0002506396,0.0001546741,0.0004782415,0.0003532756],"domain_scores_gemma":[0.9959865,0.0006825188,0.0007385885,0.0003623547,0.001685305,0.0005446667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007697617,0.00007207629,0.5454091,0.0005810757,0.0001302589,0.001186166,0.000636081,0.002328446,0.002702238,0.006911568,0.1100512,0.3292221],"study_design_scores_gemma":[0.0001376509,0.0003606972,0.6056929,0.002570022,0.0005068082,0.00953543,0.002564283,0.008724979,0.003088945,0.01308342,0.3536225,0.0001124711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5834467,0.0522215,0.029215,0.05846369,0.01604229,0.0007696786,0.01442623,0.001231457,0.2441834],"genre_scores_gemma":[0.9243106,0.008328344,0.03780487,0.006143856,0.002787929,0.0003710881,0.008497929,0.0004389193,0.01131647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02303141,"threshold_uncertainty_score":0.04579473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885448451687664,"score_gpt":0.3989476224176795,"score_spread":0.3200931379008028,"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."}}