{"id":"W4416019030","doi":"10.1016/j.ijgc.2025.102460","title":"A DECADE OF CHANGE - ENDOMETRIAL CARCINOMA (EC) RISK CLASSIFICATION BEFORE, AFTER AND BEYOND TCGA","year":2025,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Gynecological conditions and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Endometrial cancer; Carcinoma; MEDLINE; Neoplasm staging","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":[0.00488088,0.0002415172,0.0004671013,0.001323808,0.0003841904,0.002625045,0.0005060109,0.001037847,0.00212218],"category_scores_gemma":[0.01397329,0.0002127504,0.0005853326,0.001795659,0.0005418119,0.002063255,0.001120332,0.001967774,0.0007724363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00244958,"about_ca_system_score_gemma":0.002679183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02016263,"about_ca_topic_score_gemma":0.0194686,"domain_scores_codex":[0.998616,0.000255619,0.0001880509,0.0003379658,0.0003204029,0.0002819395],"domain_scores_gemma":[0.9898331,0.002295269,0.001935974,0.0007952579,0.003930293,0.001210133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002152731,0.0001496313,0.5777506,0.0005454458,0.0003134799,0.0002765598,0.001530498,0.001301585,0.003583635,0.004908566,0.02583575,0.3816515],"study_design_scores_gemma":[0.00004393266,0.0007024984,0.8674654,0.000673755,0.0003347528,0.0009736579,0.00237137,0.001724378,0.001784593,0.001919563,0.1219502,0.00005595417],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8368799,0.07104643,0.006663939,0.04896585,0.003458347,0.0001465415,0.01120188,0.0004397776,0.0211973],"genre_scores_gemma":[0.9710932,0.01092552,0.002409458,0.005841176,0.001028239,0.00004719176,0.005109416,0.0001165586,0.003429236],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02016263,"threshold_uncertainty_score":0.04009056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05118506969521696,"score_gpt":0.3540488828166775,"score_spread":0.3028638131214605,"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."}}