{"id":"W1987105544","doi":"10.1097/igc.0000000000000084","title":"A Multicountry Evaluation of careHPV Testing, Visual Inspection With Acetic Acid, and Papanicolaou Testing for the Detection of Cervical Cancer","year":2014,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":177,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University; Bill and Melinda Gates Foundation","keywords":"Medicine; Papanicolaou stain; Colposcopy; Papanicolaou Test; Cervical intraepithelial neoplasia; Gynecology; Cervical cancer; Obstetrics; Dysplasia; Confidence interval; Pap test; Cervical cancer screening; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001308866,0.0009417443,0.0008312731,0.003994994,0.001510091,0.0004765826,0.001210168,0.002005108,0.001637136],"category_scores_gemma":[0.003878562,0.0007592526,0.0009642627,0.0008967022,0.000779326,0.0007922073,0.0008154188,0.001228388,0.0003919794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082111,"about_ca_system_score_gemma":0.00130815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009825815,"about_ca_topic_score_gemma":0.01277116,"domain_scores_codex":[0.9983006,0.0002820971,0.0001427872,0.0002857748,0.0006999077,0.0002888383],"domain_scores_gemma":[0.9985715,0.000367578,0.000100313,0.0001029719,0.0005250659,0.0003325274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001973422,0.001195814,0.7056431,0.0004502893,0.0002255619,0.1004841,0.001400677,0.0009666962,0.1279641,0.0005676717,0.004081845,0.05504676],"study_design_scores_gemma":[0.00007449298,0.004082457,0.787827,0.0002254364,0.0002357806,0.1530823,0.001540437,0.006608984,0.03997588,0.0003677659,0.00589904,0.00008042376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705672,0.004683465,0.00622141,0.002376509,0.0003337743,0.0008696183,0.0008209044,0.0003016725,0.01382542],"genre_scores_gemma":[0.990244,0.000620126,0.005692916,0.001007107,0.0001309154,0.00009179663,0.000423544,0.00003208474,0.001757613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009825815,"threshold_uncertainty_score":0.01953727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0840263649788136,"score_gpt":0.4086460888005634,"score_spread":0.3246197238217498,"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."}}