{"id":"W1992527022","doi":"10.1159/000325475","title":"Atypical Squamous Cells, Cannot Exclude High-Grade Squamous Intraepithelial Lesion","year":2008,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Squamous intraepithelial lesion; Squamous metaplasia; Atypia; Cytopathology; Pathology; Biopsy; Lesion; Nuclear atypia; Bethesda system; Cytology; Internal medicine; Cancer; Cervical intraepithelial neoplasia; Cervical cancer; Immunohistochemistry; Epithelium","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001949605,0.0002825953,0.0005830618,0.000131602,0.0003187841,0.00002072104,0.0003268537,0.0003605754,0.005935072],"category_scores_gemma":[0.0004297694,0.0002040697,0.0001866263,0.0003305385,0.0003929947,0.000068698,0.0001968189,0.0008100676,0.0003998045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002085351,"about_ca_system_score_gemma":0.0002583265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005774039,"about_ca_topic_score_gemma":0.0001067555,"domain_scores_codex":[0.997405,0.0001399839,0.0003882049,0.0005796952,0.0007150922,0.0007720328],"domain_scores_gemma":[0.9983501,0.0003766854,0.00006829325,0.0005412306,0.0001608324,0.0005028064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02253776,0.006451194,0.0428014,0.0007045468,0.0002255456,0.01217031,0.001774644,0.00003697971,0.5462235,0.003364389,0.2766379,0.08707181],"study_design_scores_gemma":[0.00672721,0.00403101,0.7536582,0.0000175916,0.0001197326,0.001149853,0.000111535,0.0001569875,0.08702116,0.000610847,0.1457721,0.0006237924],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843998,0.0004002539,0.00006033107,0.005341505,0.0003101407,0.0005089368,0.00003047908,0.0002361621,0.008712376],"genre_scores_gemma":[0.9953204,0.0004674708,0.0005104212,0.001513285,0.0007821195,0.00004645646,0.00005682136,0.00003621929,0.001266815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7108567,"threshold_uncertainty_score":0.9949737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07026080725411847,"score_gpt":0.31952300737952,"score_spread":0.2492622001254015,"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."}}