{"id":"W4366463682","doi":"10.1371/journal.pgph.0001830","title":"Concurrent HPV DNA testing and a visual inspection method for cervical precancer screening: A practical approach from Battor, Ghana","year":2023,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Ottawa","funders":"","keywords":"Colposcopy; Visual inspection; Medicine; Dna testing; Cervical cancer screening; Cervical cancer; Obstetrics; GeneXpert MTB/RIF; Oncology; Internal medicine; Cancer; Gynecology; Pathology; Biology; Tuberculosis","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":[0.001393958,0.0004563457,0.0002955928,0.0005923471,0.0008520266,0.000573018,0.0005172527,0.0006948188,0.002737473],"category_scores_gemma":[0.003236771,0.0006665905,0.0002087346,0.0005693039,0.0006752579,0.0008451709,0.001044231,0.0006075901,0.0005357989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009365014,"about_ca_system_score_gemma":0.00220072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01530027,"about_ca_topic_score_gemma":0.02498717,"domain_scores_codex":[0.9993154,0.0003286966,0.00009156355,0.00008731973,0.0000868278,0.00009019591],"domain_scores_gemma":[0.9988771,0.0002804967,0.0002873641,0.0001039818,0.0002181777,0.000232869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004388002,0.0006974752,0.8525731,0.001002086,0.00003448413,0.01872475,0.01625978,0.0002561894,0.01522891,0.000383413,0.001929666,0.09247133],"study_design_scores_gemma":[0.0003867501,0.002974303,0.8910642,0.00130852,0.0001195924,0.03611043,0.03322053,0.0007787832,0.003985161,0.0007391187,0.02922701,0.0000855844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889941,0.002078008,0.001803908,0.002708115,0.00004524499,0.0008236269,0.0002160639,0.00002495863,0.003306122],"genre_scores_gemma":[0.9844559,0.002847087,0.009446603,0.001009469,0.00006381951,0.0005420151,0.0002156936,0.00001545652,0.00140396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01530027,"threshold_uncertainty_score":0.03042245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2935241483694137,"score_gpt":0.486960053440311,"score_spread":0.1934359050708973,"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."}}