{"id":"W4399676533","doi":"10.1111/ans.19133","title":"It's time to consider screening for anal cancer in high risk populations","year":2024,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anal cancer; Medicine; Population; Incidence (geometry); Men who have sex with men; Gynecology; Cancer; Internal medicine; HPV infection; Obstetrics; Cervical cancer; Demography; Immunology; Human immunodeficiency virus (HIV); Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008486198,0.00006641627,0.0003040018,0.0004857351,0.00003927982,0.0000363552,0.00003510119,0.00004231399,0.006741281],"category_scores_gemma":[0.0004030203,0.00005205424,0.0001846111,0.0003953812,0.00002061037,0.0001106686,0.00001541344,0.0002860097,0.00002968532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000956797,"about_ca_system_score_gemma":0.0003855441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003967356,"about_ca_topic_score_gemma":0.0001781652,"domain_scores_codex":[0.9989895,0.00003436826,0.0003857953,0.0001005928,0.000283688,0.0002061191],"domain_scores_gemma":[0.9987718,0.0006679278,0.00005345682,0.00006703471,0.0002511522,0.0001886247],"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":[0.001101408,0.00007329568,0.2663004,0.0001990435,0.0002349509,0.0004779332,0.000230185,0.0007065384,0.0003280768,0.00007793772,0.311612,0.4186583],"study_design_scores_gemma":[0.0007110895,0.0001440882,0.9288065,0.0006244673,0.0001458337,0.0001153335,0.00006785939,0.001734787,0.0002133523,0.0006483719,0.066669,0.0001192961],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010866,0.00967464,0.004171847,0.08089996,0.001132538,0.000488676,0.0001948677,0.00003199204,0.002318865],"genre_scores_gemma":[0.9960787,0.0003366794,0.0007948103,0.001015248,0.0008493958,0.00001007958,0.000005959591,0.00001800167,0.0008910839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6625062,"threshold_uncertainty_score":0.9941667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1605742199430578,"score_gpt":0.4301325542531705,"score_spread":0.2695583343101127,"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."}}