{"id":"W6976932104","doi":"10.60692/vwq63-p5864","title":"Regional and country-level trends in cervical cancer screening coverage in sub-Saharan Africa: A systematic analysis of population-based surveys (2000–2020)","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval; McGill University","funders":"","keywords":"Cervical cancer screening; Odds; Serostatus; Odds ratio; Credible interval; Cervical screening; Human immunodeficiency virus (HIV); Public health","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":[],"consensus_categories":[],"category_scores_codex":[0.01277341,0.0001953264,0.0009092166,0.004309521,0.0001098497,0.0006552144,0.0006491218,0.0002123118,0.00004699125],"category_scores_gemma":[0.0008907861,0.0001465471,0.0001206752,0.01141278,0.00003235533,0.001992714,0.0001065902,0.0002330133,0.00003861707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002272593,"about_ca_system_score_gemma":0.00008931561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001747485,"about_ca_topic_score_gemma":0.0003330084,"domain_scores_codex":[0.9943588,0.001062923,0.002240495,0.0003253761,0.001693439,0.0003189004],"domain_scores_gemma":[0.9975876,0.0005854587,0.001004547,0.000423452,0.0002898081,0.0001091779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003258095,0.000001920708,0.954696,0.0005652165,0.00006871095,0.000003630883,0.01145156,0.03211492,1.670008e-7,0.0000200028,0.0004153379,0.0006299519],"study_design_scores_gemma":[0.000555413,0.000004741227,0.726757,0.0006942085,0.00005379599,0.00000160675,0.00263166,0.2691657,0.000001198295,0.000003169371,0.00001440952,0.0001170609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880655,0.0000429243,0.0100084,0.0001752384,0.0001652861,0.0003290663,0.0008690028,0.00006672834,0.0002779028],"genre_scores_gemma":[0.9993717,0.000001083515,0.00003382823,0.00007557467,0.00002023907,0.00008892397,0.0002658828,0.000007366536,0.0001354056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2370508,"threshold_uncertainty_score":0.6318247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297379116302212,"score_gpt":0.3291604902730792,"score_spread":0.199422578642858,"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."}}