{"id":"W4388095624","doi":"10.3332/ecancer.2023.1616","title":"Antenatal and postnatal cervical precancer screening to increase coverage: experience from Battor, Ghana","year":2023,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Colposcopy; Obstetrics; Pregnancy; Confidence interval; Cervical screening; Cervical cancer; Cervical cancer screening; Gynecology; Cancer; Internal medicine","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":[0.0005481474,0.0002413994,0.0004224032,0.000250756,0.0003093753,0.0001074815,0.0004704727,0.0001265989,0.006324081],"category_scores_gemma":[0.001340729,0.0002014377,0.0000768991,0.001801614,0.0008094444,0.0002977082,0.0007009194,0.0004725678,0.0002624112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001848514,"about_ca_system_score_gemma":0.000512416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003403581,"about_ca_topic_score_gemma":0.0002496424,"domain_scores_codex":[0.9959941,0.00005976718,0.0003617388,0.0009940008,0.001672153,0.0009182551],"domain_scores_gemma":[0.9972443,0.0003653093,0.00004849043,0.0004829073,0.0001862163,0.001672794],"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":[0.002255179,0.0002252301,0.1278952,0.000273472,0.00007994733,0.003416451,0.006577964,0.00003826238,0.009456845,0.0002861786,0.02033571,0.8291596],"study_design_scores_gemma":[0.001868648,0.0003800167,0.9719657,0.0001780746,0.00002332991,0.0001225521,0.0007538436,0.007469399,0.001980991,0.0001287849,0.01480648,0.0003221415],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847095,0.0007871925,0.002383703,0.005560607,0.0004381178,0.0005437866,0.0001834846,0.0002461005,0.005147536],"genre_scores_gemma":[0.9929203,0.0004370206,0.0006014364,0.00413376,0.000694709,0.0001470087,0.0000478229,0.00002777171,0.0009902191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8440706,"threshold_uncertainty_score":0.9945843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03214007985192602,"score_gpt":0.3559584947939355,"score_spread":0.3238184149420095,"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."}}