{"id":"W4322486914","doi":"10.1111/his.14893","title":"Molecular correlates of invasion pattern in HPV‐associated endocervical adenocarcinoma: emergence of two distinct risk‐stratified tiers","year":2023,"lang":"en","type":"article","venue":"Histopathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"National Cancer Institute; College of Public Health; National Institutes of Health","keywords":"Biology; Lymphovascular invasion; Adenocarcinoma; Pathology; Stage (stratigraphy); Subtyping; Oncology; Cancer; Internal medicine; Genetics; Medicine; Metastasis","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":[0.0002722401,0.0001456073,0.000558713,0.0002930934,0.00002604953,0.00000110995,0.0001097445,0.0001281083,0.0003403318],"category_scores_gemma":[0.0005217165,0.0001275659,0.0001318703,0.0008950595,0.0001525282,0.00002179254,0.00006607657,0.0002232831,0.00003322287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008630705,"about_ca_system_score_gemma":0.00007031018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008333194,"about_ca_topic_score_gemma":0.0002522801,"domain_scores_codex":[0.9984747,0.0001962477,0.0005307288,0.0002966397,0.0002353743,0.0002663229],"domain_scores_gemma":[0.9991704,0.0001690082,0.0002497982,0.0002414664,0.00008075506,0.00008860639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002384759,0.000278782,0.9820222,0.00008778288,0.00001700659,0.0008279349,0.0004404593,0.00002935849,0.01232141,0.00005780821,0.00007151875,0.003607282],"study_design_scores_gemma":[0.004078929,0.0006941152,0.9892638,0.00005508874,0.0001517239,0.00002587534,0.0001121112,0.000277734,0.004621734,0.0006147534,0.000009730752,0.00009442723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971032,0.0009085944,0.00009862419,0.0001035117,0.0003163004,0.0002489722,0.00005317532,0.00003993354,0.001127699],"genre_scores_gemma":[0.9995084,0.0001278954,0.00004050875,0.00004758055,0.00001918181,0.00002890664,0.0001170619,0.00001743054,0.0000930438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007699671,"threshold_uncertainty_score":0.5201986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02596331597281345,"score_gpt":0.2890767843949905,"score_spread":0.2631134684221771,"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."}}