{"id":"W4312211536","doi":"10.1002/cncy.22673","title":"Cytologic features of gynecologic germ cell tumors and carcinomas exhibiting germ cell tumor differentiation","year":2022,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"National Cancer Institute; National Institutes of Health","keywords":"Germ cell tumors; Pathology; Yolk sac; Germ cell; Medicine; Somatic cell; Biology; Internal medicine; Chemotherapy; Embryo","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":[],"consensus_categories":[],"category_scores_codex":[0.000111376,0.0002015089,0.0004693896,0.0001205295,0.0001790008,0.000007697291,0.000085272,0.00005580781,0.0003871949],"category_scores_gemma":[0.00008049686,0.0001704722,0.0001165411,0.0001410574,0.0001167412,0.00002810243,0.0001766057,0.0002270834,0.000002868432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745118,"about_ca_system_score_gemma":0.0001793975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009820732,"about_ca_topic_score_gemma":0.00001358952,"domain_scores_codex":[0.9986371,0.0001690022,0.0002836758,0.000420269,0.0001763911,0.0003135993],"domain_scores_gemma":[0.9991029,0.0001180449,0.0003609571,0.0002396773,0.00005879209,0.000119659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001603147,0.0004355639,0.9628783,0.0002510527,0.00002016436,0.001705709,0.0003257077,0.00004179792,0.03148708,0.00008946689,0.0001291783,0.002475674],"study_design_scores_gemma":[0.00204303,0.0008785176,0.982214,0.00001567248,0.0003309965,0.0005118429,0.000399788,0.00006171537,0.01313219,0.0001610946,0.0001022531,0.0001489153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98839,0.009614537,0.00001624887,0.0001485591,0.0002104289,0.0004387112,0.0001292164,0.00005408347,0.0009981679],"genre_scores_gemma":[0.9985697,0.00008114221,0.0001829737,0.000432415,0.00006404166,0.0001736802,0.0000890735,0.00002398056,0.0003830341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01933569,"threshold_uncertainty_score":0.6951656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115655542524832,"score_gpt":0.2484833524052781,"score_spread":0.2373267969800298,"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."}}