{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001560244,0.0002228053,0.0005865605,0.0001377174,0.0003083353,0.0001460641,0.00009758928,0.0001716571,0.0002652537],"category_scores_gemma":[0.004250387,0.0001951504,0.00009259661,0.001325144,0.0001095313,0.0002016832,0.000194534,0.0004944848,0.00001973351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007493303,"about_ca_system_score_gemma":0.001842761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866276,"about_ca_topic_score_gemma":0.0002305477,"domain_scores_codex":[0.9965579,0.000326015,0.0004839377,0.0007579016,0.0008701034,0.001004151],"domain_scores_gemma":[0.9967939,0.001095238,0.0001243254,0.0001991428,0.0004668141,0.001320643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003497935,0.0008132505,0.01503636,0.001026143,0.0002060031,0.000007878028,0.0002932234,0.000001664278,0.00002848824,0.001449813,0.01004622,0.9707412],"study_design_scores_gemma":[0.00508634,0.002167066,0.3665223,0.00007610249,0.000106872,0.00006215748,0.001146238,0.5935846,0.00002943613,0.0005049462,0.03038864,0.0003252831],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08215798,0.002364777,0.6966875,0.1745846,0.0008801417,0.008479202,0.001273604,0.002616799,0.03095539],"genre_scores_gemma":[0.9496982,0.00009749912,0.044279,0.003220432,0.001652057,0.0005209199,0.000411298,0.0000509131,0.00006965603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9704159,"threshold_uncertainty_score":0.7958,"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."}}