{"id":"W3090098409","doi":"10.1002/cncy.22360","title":"Cytology‐based screening for anal intraepithelial neoplasia in women with a history of cervical intraepithelial neoplasia or cancer","year":2020,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Cervical intraepithelial neoplasia; Anal cancer; Intraepithelial neoplasia; Cytology; Gynecology; Cancer; Cervical cancer; Oncology; Pathology; Internal medicine; Prostate 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003229637,0.0003489891,0.001194901,0.0002802664,0.00004835517,0.000008588235,0.0003072076,0.0003379679,0.005264755],"category_scores_gemma":[0.0002506404,0.0002715563,0.0001255001,0.0005394391,0.00063311,0.00008017998,0.00008744273,0.0007485159,0.00000655097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013495,"about_ca_system_score_gemma":0.003800317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000622295,"about_ca_topic_score_gemma":0.002337746,"domain_scores_codex":[0.9970748,0.0001573196,0.0006315828,0.0007775887,0.0003970553,0.0009616169],"domain_scores_gemma":[0.9983551,0.0002598564,0.0001892576,0.0003118051,0.0003469643,0.0005369966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.3043925,0.0006853658,0.2900062,0.003885968,0.0003587763,0.002069578,0.0104491,0.001186442,0.02848406,0.0003822116,0.007205221,0.3508946],"study_design_scores_gemma":[0.05663833,0.01967487,0.7771958,0.0004535807,0.0005999366,0.00040742,0.001501396,0.01699726,0.009056474,0.0001431729,0.1159644,0.001367371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713881,0.002432441,0.006659322,0.01501836,0.0005786165,0.001792927,0.0004642528,0.0001261159,0.001539878],"genre_scores_gemma":[0.9861433,0.0002424246,0.002145109,0.008579591,0.00113051,0.001414461,0.00002828861,0.00007446324,0.0002418595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4871896,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07036675989512038,"score_gpt":0.3390856139125337,"score_spread":0.2687188540174133,"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."}}