{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092942,0.0003221956,0.0002969288,0.00112331,0.000362005,0.0005976315,0.0004999588,0.0007053679,0.001674996],"category_scores_gemma":[0.01061377,0.0001640046,0.0002212589,0.000715676,0.0006888936,0.0008596588,0.0003271592,0.00050126,0.0007111738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002218866,"about_ca_system_score_gemma":0.0003750642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001424474,"about_ca_topic_score_gemma":0.002936542,"domain_scores_codex":[0.9993275,0.0001372604,0.000130836,0.0000854501,0.000234656,0.00008427821],"domain_scores_gemma":[0.9942653,0.002525131,0.001566938,0.0003443343,0.0008802935,0.0004180848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.00008597356,0.00001188006,0.9920661,0.00005340007,0.00001615024,0.001641681,0.00003621561,0.00003707316,0.0006744732,0.00002756715,0.0001711312,0.005178359],"study_design_scores_gemma":[0.00001504751,0.0002051731,0.9490824,0.0001262691,0.00006850366,0.0442573,0.000478367,0.000847652,0.002671652,0.0002645653,0.001973097,0.00001000217],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922317,0.003909332,0.0006308825,0.0002655177,0.00006812051,0.00002269308,0.0001985412,0.0000328907,0.002640292],"genre_scores_gemma":[0.9988571,0.0003103264,0.0004462215,0.00009563446,0.00004423499,0.000004070944,0.0001072143,0.000002460756,0.0001327985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001674996,"threshold_uncertainty_score":0.005780101,"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."}}