{"id":"W4393434681","doi":"10.1177/10732748241244678","title":"HPV DNA Testing and Mobile Colposcopy for Cervical Precancer Screening in HIV Positive Women: A Comparison Between Two Settings in Ghana and Recommendation for Screening","year":2024,"lang":"en","type":"article","venue":"Cancer Control","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"Medicine; Colposcopy; Cervical intraepithelial neoplasia; Obstetrics; Cervical cancer screening; Human immunodeficiency virus (HIV); Gynecology; Cervical cancer; Internal medicine; Family medicine; 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":[0.001497852,0.0003889313,0.0003914803,0.0009374985,0.0005185921,0.0007631683,0.0004872897,0.0005893523,0.001655211],"category_scores_gemma":[0.008348365,0.0005213192,0.0004376729,0.001212454,0.0007342898,0.0008741595,0.0008316067,0.0005869922,0.0001667553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009301428,"about_ca_system_score_gemma":0.0007150355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01574724,"about_ca_topic_score_gemma":0.02131328,"domain_scores_codex":[0.9984359,0.0007692071,0.000162756,0.0002081054,0.000175026,0.0002489332],"domain_scores_gemma":[0.9966801,0.0009776715,0.001582344,0.00008186527,0.0002140747,0.0004638844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002583764,0.00007919888,0.9973341,0.00002927605,0.00003049995,0.0001371158,0.0006465118,0.00001997333,0.00007760092,0.00001291441,0.00003239274,0.001342088],"study_design_scores_gemma":[0.00004753831,0.0004895588,0.995602,0.00004727478,0.00004068786,0.0003031485,0.003133166,0.0001366391,0.00003990659,0.00001922858,0.0001358233,0.00000499745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994035,0.0003064348,0.00002215655,0.00004380558,0.000003801845,0.00001971949,0.00005072129,6.950189e-7,0.0001491934],"genre_scores_gemma":[0.9995989,0.0001645903,0.00006201449,0.00002729878,0.000005239326,0.00001944645,0.00006956635,7.400329e-7,0.00005215469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01574724,"threshold_uncertainty_score":0.03131115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04841929086679764,"score_gpt":0.3956668820949935,"score_spread":0.3472475912281959,"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."}}