{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006623637,0.0002888652,0.0002943851,0.00091198,0.0004101862,0.0004169474,0.0003726002,0.0004890322,0.002199461],"category_scores_gemma":[0.003066564,0.0002913789,0.0002004115,0.0006718033,0.0002672873,0.0004032518,0.000337138,0.0003796527,0.0004291362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002626562,"about_ca_system_score_gemma":0.0003615282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002958522,"about_ca_topic_score_gemma":0.004358503,"domain_scores_codex":[0.9996525,0.0001018498,0.00004075999,0.00004686572,0.00009725975,0.00006083887],"domain_scores_gemma":[0.9989368,0.0002824713,0.0004002363,0.00004775421,0.0001380976,0.0001945246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005017585,0.00002072339,0.998743,0.000009400739,0.000007292008,0.00009777753,0.00002923063,0.00001186858,0.0001069273,0.000002421162,0.00005013648,0.0008710184],"study_design_scores_gemma":[0.00001176739,0.0002869826,0.9973131,0.00002618727,0.00002734465,0.001450992,0.0002097486,0.0002265694,0.0001402171,0.0000136353,0.000289643,0.000003947192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983009,0.000606669,0.00006211484,0.00007107979,0.00001222094,0.00003601008,0.0001959419,0.00000488874,0.0007102128],"genre_scores_gemma":[0.9993054,0.0002554739,0.0001170445,0.00003915896,0.00001117776,0.00001521431,0.0001327656,0.00000101255,0.0001228559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002958522,"threshold_uncertainty_score":0.007357955,"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."}}