{"id":"W3191356075","doi":"10.1016/s2352-3018(21)00149-1","title":"Advancing anal cancer prevention in men","year":2021,"lang":"en","type":"letter","venue":"The Lancet HIV","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; St. Michael's Hospital; BC Centre for Disease Control; University of Toronto","funders":"","keywords":"Anal cancer; Men who have sex with men; Anal sex; Medicine; Human papillomavirus; Human immunodeficiency virus (HIV); Demography; Epidemiology; Gynecology; Human sexuality; Gerontology; Internal medicine; Family medicine; Gender studies; Syphilis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003629757,0.0001512145,0.0005705332,0.00008398695,0.00004263669,0.00002768824,0.0002123416,0.0002251862,0.008809688],"category_scores_gemma":[0.00006383874,0.000101049,0.0001164181,0.0002793494,0.00004846182,0.00003237176,0.0001015889,0.002195397,0.00005659494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003165319,"about_ca_system_score_gemma":0.0003587697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003777308,"about_ca_topic_score_gemma":0.0007069377,"domain_scores_codex":[0.998359,0.0001410168,0.0002062086,0.0002914473,0.0004888264,0.0005135607],"domain_scores_gemma":[0.9992325,0.00009716849,0.00005544268,0.0004800193,0.00008931959,0.00004549257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001177787,0.00001579343,0.002701804,0.0004892199,0.00005669514,0.00032238,0.00009643396,0.00000681418,0.00004210819,0.000009122915,0.9815332,0.01460866],"study_design_scores_gemma":[0.001423951,0.00004045546,0.02895627,0.0003314225,0.00007525309,0.00001758557,0.00004157006,0.0001507201,0.00008457484,0.0003481022,0.9684038,0.0001263092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007256693,0.004023451,0.00002462301,0.9099333,0.0001620799,0.0003823609,0.00003885158,0.00002971367,0.08468],"genre_scores_gemma":[0.006298373,0.005271757,0.0001602787,0.8756562,0.03375094,0.0003577271,0.0007966592,0.00008904928,0.07761896],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03427699,"threshold_uncertainty_score":0.9920964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05931850776135778,"score_gpt":0.386936486140949,"score_spread":0.3276179783795912,"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."}}