{"id":"W4389489200","doi":"10.3332/ecancer.2023.1645","title":"Tritesting in Battor, Ghana: an integrated cervical precancer screening strategy to mitigate the challenges of multiple screening visits and loss to follow-up","year":2023,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Colposcopy; Cervical intraepithelial neoplasia; Cytology; Gynecology; Cervical cancer; Visual inspection; Cervical cancer screening; Confidence interval; Obstetrics; Cervical screening; Cancer; Internal medicine; Pathology","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":[0.0006106764,0.0003411493,0.0003181721,0.0006291542,0.001152869,0.0005145391,0.0006664825,0.0006358442,0.003940792],"category_scores_gemma":[0.001800355,0.0002827643,0.0002062572,0.0005401789,0.0005009293,0.0008662538,0.0009689997,0.0006911485,0.0006553144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008034303,"about_ca_system_score_gemma":0.002386232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01857565,"about_ca_topic_score_gemma":0.02169747,"domain_scores_codex":[0.9996804,0.000134574,0.00002374997,0.00004353183,0.00003204544,0.00008575887],"domain_scores_gemma":[0.998826,0.0001685802,0.000364284,0.0000532509,0.0001343529,0.0004536066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008572752,0.001681507,0.7835305,0.0009751003,0.00004302598,0.01018835,0.009467784,0.0002680309,0.01304454,0.0002338897,0.006263905,0.1734461],"study_design_scores_gemma":[0.0003441869,0.004695972,0.9294932,0.001253466,0.0001497352,0.0150717,0.02901127,0.001660831,0.003379525,0.0006159234,0.01426006,0.00006401956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903024,0.002221398,0.001348262,0.002288874,0.00008379191,0.0005730088,0.0003082155,0.0001252166,0.002748698],"genre_scores_gemma":[0.9905186,0.002320832,0.00413669,0.0009357434,0.00005653059,0.0003622544,0.0002824247,0.00001428317,0.001372718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01857565,"threshold_uncertainty_score":0.03693503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0968405696390412,"score_gpt":0.3771988192181996,"score_spread":0.2803582495791584,"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."}}