{"id":"W4285076992","doi":"10.1148/radiol.212873","title":"Development and Validation of Multiparametric MRI–based Radiomics Models for Preoperative Risk Stratification of Endometrial Cancer","year":2022,"lang":"en","type":"article","venue":"Radiology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Sherbrooke; McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Medicine; Endometrial cancer; Radiology; Receiver operating characteristic; Nomogram; McNemar's test; Magnetic resonance imaging; Institutional review board; Cancer; Oncology; Internal medicine; Surgery","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":[0.0003540443,0.00008941063,0.0003919546,0.0003664636,0.00007667853,0.000001997776,0.00005074391,0.00005049329,0.00006071215],"category_scores_gemma":[0.0002672529,0.00007644388,0.00005992882,0.0005709697,0.00005354028,0.00003195613,0.00001804985,0.00008038597,1.284068e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001980157,"about_ca_system_score_gemma":0.0002547048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001321797,"about_ca_topic_score_gemma":0.000006260176,"domain_scores_codex":[0.9990231,0.0001259879,0.0003809046,0.0002099822,0.0001465358,0.0001135297],"domain_scores_gemma":[0.9988562,0.0005972625,0.0002763637,0.0001119207,0.0001115885,0.00004664307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04530228,0.004081316,0.195533,0.001357219,0.00392028,0.000009710874,0.008529402,0.3185044,0.07375326,0.01112423,0.0004797506,0.3374051],"study_design_scores_gemma":[0.06641585,0.007615054,0.03625968,0.00004906363,0.001401951,0.00003426142,0.000757145,0.1274985,0.7552145,0.001833745,0.002458293,0.000461989],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807427,0.00130003,0.01618585,0.00009519579,0.0001877479,0.001173214,0.000250629,0.000008900379,0.00005576458],"genre_scores_gemma":[0.9776111,0.0001706634,0.0213413,0.00002816236,0.00004958363,0.0005664253,0.0001960956,0.000008931916,0.00002772005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6814612,"threshold_uncertainty_score":0.3117291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05485734278350811,"score_gpt":0.3206146140481662,"score_spread":0.2657572712646581,"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."}}