{"id":"W4365787985","doi":"10.2139/ssrn.4417953","title":"Self-Sampling and HPV DNA Testing for Cervical Precancer Screening in a Cohort of Nuns in Ghana","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cohort; Sampling (signal processing); Dna testing; Medicine; Oncology; Obstetrics; Gynecology; Internal medicine; Biology; Computer science; Genetics; Telecommunications","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":[0.0001998236,0.0002738741,0.0003307056,0.000476664,0.001169243,0.0006549862,0.000416462,0.0004299085,0.002838345],"category_scores_gemma":[0.001108354,0.0005310352,0.0002502691,0.0007584528,0.0006817786,0.0006181198,0.0006086801,0.0006272768,0.0004929601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322583,"about_ca_system_score_gemma":0.0009469691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2075684,"about_ca_topic_score_gemma":0.2237144,"domain_scores_codex":[0.9997804,0.00005075383,0.00001045885,0.00005367277,0.00001919642,0.00008553929],"domain_scores_gemma":[0.9996038,0.00005222443,0.0001025671,0.00001653082,0.00004878504,0.0001761343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003578762,0.00003585957,0.99808,0.000004287485,0.000006681988,0.000175571,0.001105677,0.000007597014,0.0001929416,0.00001658855,0.00006051634,0.0002783168],"study_design_scores_gemma":[0.000005540678,0.00005817942,0.991726,0.00001587538,0.0000101559,0.0002284371,0.007624365,0.00007123806,0.0000328334,0.00003110045,0.0001925819,0.000003748968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999629,0.00004252577,0.00001642745,0.00004917449,0.000002653904,0.000005756527,0.00007980338,5.239401e-7,0.0001740817],"genre_scores_gemma":[0.9993392,0.00007258928,0.00002686101,0.00003927174,0.000002156301,0.000007963395,0.00006833357,0.000001451343,0.0004422202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2075684,"threshold_uncertainty_score":0.4127204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07497303947500242,"score_gpt":0.3733101586113227,"score_spread":0.2983371191363202,"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."}}