{"id":"W2161489192","doi":"10.1001/jama.286.24.3106","title":"Persistent Human Papillomavirus Infection as a Predictor of Cervical Intraepithelial Neoplasia","year":2001,"lang":"en","type":"article","venue":"JAMA","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":591,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute; U.S. Public Health Service","keywords":"Medicine; Cervical intraepithelial neoplasia; Cervical cancer; HPV infection; Relative risk; Papanicolaou stain; Incidence (geometry); Epidemiology; Cytology; Papillomaviridae; Gynecology; Cumulative incidence; Confidence interval; Obstetrics; Retrospective cohort study; Human papillomavirus; Cancer; Internal medicine; Pathology; Cohort","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":[0.0001588848,0.0001009286,0.0002444332,0.0001065728,0.00006718125,0.00001967318,0.00006978638,0.0001396832,0.01083008],"category_scores_gemma":[0.0001340785,0.00008268251,0.0001948516,0.0002296732,0.00009717111,0.0000638234,0.00005438741,0.0003039564,0.0001389546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199915,"about_ca_system_score_gemma":0.0000983634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135559,"about_ca_topic_score_gemma":0.0001793151,"domain_scores_codex":[0.9988009,0.00004102742,0.0002350082,0.0001986713,0.0004753228,0.0002490738],"domain_scores_gemma":[0.999254,0.00003710537,0.00004102036,0.0002236635,0.0002137298,0.0002305211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00549842,0.001381826,0.5693629,0.0007066811,0.0003732211,0.0002539279,0.001393305,0.00001043237,0.02434148,0.002322423,0.006103354,0.388252],"study_design_scores_gemma":[0.004340506,0.001895052,0.942871,0.00003875546,0.00009516432,0.0001512522,0.00008101529,0.0001334023,0.002857878,0.0003193142,0.04712316,0.00009347028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191964,0.0001386084,0.00001976744,0.001417236,0.0001080281,0.0002500303,0.000009978535,0.00005132041,0.07880858],"genre_scores_gemma":[0.9967602,0.0001791637,0.00002425701,0.0004069362,0.0008753932,0.00002151116,0.00002416567,0.00001632337,0.001692019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3881586,"threshold_uncertainty_score":0.9900742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288506036603032,"score_gpt":0.3278552233361005,"score_spread":0.2990046196757973,"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."}}