{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001445013,0.0001751451,0.0004576008,0.0003302533,0.0001113838,0.000008032951,0.0001105269,0.00009630025,0.0001254854],"category_scores_gemma":[0.0007760535,0.0001496322,0.00009265184,0.000348927,0.00009574401,0.00006422079,0.000105383,0.0002746313,0.000001459195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004707987,"about_ca_system_score_gemma":0.0002722706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004781129,"about_ca_topic_score_gemma":0.000009398951,"domain_scores_codex":[0.9978622,0.0005423544,0.0003930613,0.0005536792,0.0002927266,0.0003560228],"domain_scores_gemma":[0.9985729,0.0005868061,0.0001832374,0.0004174701,0.0001411436,0.00009837999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.07308121,0.01114784,0.09181053,0.0005344763,0.0005765388,0.02042718,0.003672612,0.0005280484,0.2086261,0.02368165,0.0002436862,0.5656701],"study_design_scores_gemma":[0.3442534,0.1503686,0.2593612,0.00008720136,0.005320893,0.01351502,0.02237508,0.02144161,0.03584553,0.08000381,0.06376096,0.003666798],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689063,0.0002721384,0.0209045,0.005083831,0.0003239608,0.001826322,0.0001421873,0.00004531373,0.002495489],"genre_scores_gemma":[0.9924358,0.00002182229,0.002707178,0.001880625,0.0000793899,0.002425369,0.0002359872,0.00002862458,0.0001851865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5620033,"threshold_uncertainty_score":0.6101823,"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."}}