{"id":"W4407731380","doi":"10.1016/j.ajog.2025.02.029","title":"An updated understanding of the natural history of cervical human papillomavirus infection—clinical implications","year":2025,"lang":"en","type":"article","venue":"American Journal of Obstetrics and Gynecology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Division of Cancer Epidemiology and Genetics, National Cancer Institute; National Cancer Institute; University of Cambridge; University of California, Los Angeles; Aristotle University of Thessaloniki; Brigham and Women's Hospital; Roche","keywords":"Natural history; Medicine; HPV infection; Human papillomavirus; Context (archaeology); Cervical screening; Terminology; Natural history study; Gynecology; Family medicine; Cervical cancer; Immunology; Internal medicine; Cancer; Biology","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":[0.006391848,0.0006317089,0.0009373079,0.00295141,0.001115422,0.0040531,0.001953844,0.004279978,0.003253052],"category_scores_gemma":[0.02614443,0.0004466146,0.0006017464,0.00185203,0.004005748,0.012282,0.001652515,0.009239108,0.0007002889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003847946,"about_ca_system_score_gemma":0.004746549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009270557,"about_ca_topic_score_gemma":0.007850093,"domain_scores_codex":[0.9962711,0.001686339,0.0006398169,0.0004189438,0.0007813934,0.0002024168],"domain_scores_gemma":[0.9814582,0.0109769,0.001249512,0.0005892821,0.004738717,0.0009873777],"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":[0.0001876119,0.0002298572,0.02207942,0.003993663,0.00009900537,0.002309585,0.001999327,0.001304727,0.001420842,0.07924324,0.1299985,0.7571341],"study_design_scores_gemma":[0.00003249665,0.0002249173,0.02061233,0.01032267,0.0002009997,0.01004551,0.005023347,0.00210051,0.0007526179,0.1505383,0.799929,0.0002174212],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.004129049,0.4957166,0.006040143,0.4781949,0.008325522,0.00003216654,0.0001776358,0.00005227542,0.007331765],"genre_scores_gemma":[0.09557102,0.7735896,0.009139894,0.07917484,0.0400131,0.00007216183,0.0003493679,0.00004200144,0.002048018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009270557,"threshold_uncertainty_score":0.03380376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06260395714767565,"score_gpt":0.3906979046975507,"score_spread":0.328093947549875,"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."}}