{"id":"W4403299266","doi":"10.1001/jamaoncol.2024.4376","title":"Endometrial Cancer Classification and Management in the Molecular Subtyping Era","year":2024,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Subtyping; Endometrial biopsy; Endometrial cancer; POSTMENOPAUSAL BLEEDING; Adenocarcinoma; Biopsy; Gynecology; Vaginal bleeding; Oncology; Internal medicine; Cancer; Pregnancy","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":[0.00108567,0.0001617431,0.0002929388,0.001026239,0.0006970449,0.0008317814,0.0003987343,0.0008223648,0.0008360907],"category_scores_gemma":[0.004498794,0.0001857379,0.0002613094,0.0008955401,0.0003555664,0.001008138,0.0006508249,0.001195043,0.0002997286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007570625,"about_ca_system_score_gemma":0.0008668074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006124926,"about_ca_topic_score_gemma":0.01583255,"domain_scores_codex":[0.9994059,0.0001623607,0.00008089529,0.00005498018,0.0001453284,0.0001505033],"domain_scores_gemma":[0.9991829,0.0001987954,0.0001626139,0.00003086674,0.0002194818,0.0002053383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003848542,0.0001204614,0.6426514,0.0001886204,0.00006736058,0.01199508,0.0007123811,0.0007421953,0.002283322,0.002395508,0.0588142,0.2796446],"study_design_scores_gemma":[0.00007959231,0.0002883565,0.8097327,0.002262124,0.0001690953,0.08437286,0.005291272,0.003633534,0.0008933665,0.005964078,0.08722407,0.00008903677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6513491,0.161411,0.002525101,0.1393257,0.004987735,0.0001180197,0.0009627576,0.00009375186,0.03922689],"genre_scores_gemma":[0.9288195,0.05037062,0.00375443,0.009859012,0.004422874,0.00005147117,0.0006773909,0.00002554592,0.002019184],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006124926,"threshold_uncertainty_score":0.01217854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04884621008771139,"score_gpt":0.3767754390035115,"score_spread":0.3279292289158001,"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."}}