{"id":"W2461049658","doi":"10.1016/j.ygyno.2016.07.090","title":"Molecular classification of endometrial carcinoma on diagnostic specimens is highly concordant with final hysterectomy: Earlier prognostic information to guide treatment","year":2016,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":220,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta; University of Calgary; McGill University; McGill University Health Centre; Vancouver General Hospital; University Health Network; University of British Columbia; Calgary Laboratory Services; BC Cancer Agency","funders":"National Cancer Institute; Canadian Institutes of Health Research","keywords":"Medicine; Hysterectomy; Gynecology; Carcinoma; Oncology; General surgery; Radiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001824213,0.000268661,0.0007199226,0.0004267432,0.0000503496,0.000009919067,0.0001151972,0.0001784761,0.0005599107],"category_scores_gemma":[0.002443841,0.0001414246,0.0001267865,0.0005587109,0.0001161941,0.00009190675,0.00003922145,0.00008271709,0.000408417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820904,"about_ca_system_score_gemma":0.0005375042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001170743,"about_ca_topic_score_gemma":0.00004892085,"domain_scores_codex":[0.998151,0.0001490458,0.0006134252,0.0003576781,0.0003400371,0.0003888195],"domain_scores_gemma":[0.9956047,0.003219008,0.0003196843,0.0003540652,0.0002595218,0.0002430408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01406545,0.003752511,0.3939283,0.0001106564,0.0008140312,0.0007356353,0.0006654996,0.00002224579,0.02783024,0.001996868,0.001961611,0.5541169],"study_design_scores_gemma":[0.03193415,0.09306306,0.7723022,0.0001225264,0.0006258164,0.00006257161,0.0001241949,0.00001075296,0.0419393,0.0001168576,0.05943001,0.0002685844],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827003,0.00006892529,0.0004294226,0.004687526,0.0003831293,0.002211491,0.00009097526,0.00005025959,0.009378005],"genre_scores_gemma":[0.9964756,0.00006181754,0.001055181,0.001196477,0.000129644,0.0006256394,0.00004576981,0.00001493144,0.0003949057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5538483,"threshold_uncertainty_score":0.6130629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04177927707509767,"score_gpt":0.3129639301476984,"score_spread":0.2711846530726007,"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."}}