{"id":"W3133717709","doi":"10.1097/pgp.0000000000000764","title":"International Endocervical Adenocarcinoma Criteria and Classification (IECC): An Independent Cohort With Clinical and Molecular Findings","year":2021,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Adenocarcinoma; Pathology; Cohort; Medicine; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005373291,0.0001537636,0.0004671368,0.0001687035,0.00003582953,0.00006476699,0.0001901071,0.0002148884,0.0007782264],"category_scores_gemma":[0.0009746244,0.0001074608,0.0001076822,0.00009796814,0.0002757383,0.0001686552,0.0001417939,0.000437714,0.000005893249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010474,"about_ca_system_score_gemma":0.0001299339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003771057,"about_ca_topic_score_gemma":0.000006551914,"domain_scores_codex":[0.998019,0.000235084,0.0006710783,0.000375352,0.0005337152,0.0001657588],"domain_scores_gemma":[0.9981726,0.0003442522,0.0002328458,0.0001194917,0.000839005,0.0002917939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001715457,0.00101674,0.9623191,0.000006960556,0.0004955911,0.01185436,0.000050247,6.54691e-7,0.006867867,0.002109702,0.00005489472,0.01350841],"study_design_scores_gemma":[0.005566501,0.002557426,0.9755688,0.00002960931,0.0001832336,0.01238138,0.0001061103,0.00006363761,0.0005868755,0.001771821,0.001081487,0.000103081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892141,0.0004135932,0.0006622525,0.007144777,0.0008554237,0.0001248877,0.00001503011,0.00001230403,0.001557642],"genre_scores_gemma":[0.991154,0.0007396914,0.005274964,0.002345338,0.0003807612,0.000009251056,0.00004518119,0.00001158749,0.00003925015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01340533,"threshold_uncertainty_score":0.8521034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04575193917637083,"score_gpt":0.3709470000130035,"score_spread":0.3251950608366327,"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."}}