{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005966713,0.0003030892,0.0002971468,0.001515548,0.0002136383,0.0008115105,0.0002963598,0.0004118098,0.001269695],"category_scores_gemma":[0.002202719,0.000196583,0.0003166856,0.0009004669,0.0004373465,0.00035632,0.0007116612,0.0004076924,0.0002773008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002053645,"about_ca_system_score_gemma":0.0002057408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007192598,"about_ca_topic_score_gemma":0.0007008894,"domain_scores_codex":[0.9995827,0.00008151137,0.00005592448,0.00009722031,0.00008423825,0.00009844675],"domain_scores_gemma":[0.9976599,0.0005448136,0.0009163378,0.0002306224,0.000321759,0.0003265789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004174396,0.00001932158,0.9928052,0.00000942719,0.00003510421,0.00007040316,0.00004662823,0.00005563462,0.004659953,0.00003275041,0.0000211909,0.001826885],"study_design_scores_gemma":[0.00000594192,0.00009697227,0.9984825,0.000003398641,0.00002181815,0.0004284387,0.00008637091,0.0002784324,0.0004640153,0.00007031106,0.00005728511,0.000004450946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993538,0.0001634838,0.0001381419,0.000009015394,0.000001270351,0.000007311361,0.00009394936,0.000003389024,0.000229511],"genre_scores_gemma":[0.9995296,0.00005550765,0.0001598279,0.000007194312,0.000003696843,0.000006722126,0.000184896,0.000002778939,0.00004976409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001515548,"threshold_uncertainty_score":0.004247546,"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."}}