{"id":"W4306158070","doi":"10.1038/s41379-022-01165-w","title":"Variability in endometrial carcinoma pathology practice: opportunities for improvement with molecular classification","year":2022,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Saskatoon City Hospital; Health Sciences Centre; Western University; University of Toronto; McGill University; Université de Montréal; University of Saskatchewan; Ovarian Cancer Canada; Université Laval; Centre Hospitalier de l’Université de Montréal; Hôtel-Dieu de Québec; University of Manitoba; Centre hospitalier universitaire de Québec; University of Calgary; Vancouver General Hospital; Juravinski Hospital; McMaster University; Dalhousie University; Sunnybrook Health Science Centre; Jewish General Hospital; Centre for Advancing Health Outcomes; University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Medicine; Serous fluid; Immunohistochemistry; Serous carcinoma; Molecular pathology; Cohort; Endometrial cancer; Internal medicine; Oncology; Retrospective cohort study; Serous membrane; Pathology; Stage (stratigraphy); Carcinoma; Surgical pathology; Cancer; Anatomical pathology; Biology; Ovarian cancer; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0647186,0.0002909087,0.001099263,0.002942877,0.001201478,0.004352402,0.002803071,0.001068489,0.003369877],"category_scores_gemma":[0.1601679,0.0003565484,0.0006959407,0.004301697,0.001289104,0.004333687,0.003839101,0.001713725,0.0005668325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003039193,"about_ca_system_score_gemma":0.006404434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008033047,"about_ca_topic_score_gemma":0.01145229,"domain_scores_codex":[0.947752,0.02524534,0.008613863,0.008205555,0.008787007,0.001396262],"domain_scores_gemma":[0.78594,0.1302261,0.02774513,0.01881664,0.03234513,0.004927028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003229067,0.0002000907,0.7252474,0.0008874242,0.0002491242,0.0001502888,0.004903809,0.001421938,0.0008104681,0.004217086,0.0107416,0.2508478],"study_design_scores_gemma":[0.00005691028,0.0003470503,0.9187908,0.001792446,0.000143277,0.001166679,0.01213871,0.009813288,0.001039329,0.0178583,0.03663257,0.0002206878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7417966,0.0434178,0.0763671,0.1097911,0.003037124,0.0005542962,0.00473958,0.0008494958,0.01944699],"genre_scores_gemma":[0.9629257,0.005557748,0.02223902,0.0045709,0.001179271,0.0002237518,0.002446208,0.0001888974,0.0006686571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0647186,"threshold_uncertainty_score":0.3422688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07398285235646783,"score_gpt":0.3190476964050162,"score_spread":0.2450648440485483,"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."}}