{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166905,0.0001049346,0.0002957479,0.0001118999,0.00007069239,0.00002118613,0.0001432526,0.00009026203,0.0003731699],"category_scores_gemma":[0.004642544,0.00006011308,0.00007637909,0.0002099505,0.0001875623,0.00008745515,0.00004516773,0.0002839719,2.65379e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004224692,"about_ca_system_score_gemma":0.0004101416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004658847,"about_ca_topic_score_gemma":0.0009226268,"domain_scores_codex":[0.9980447,0.0000972242,0.0004600003,0.000151292,0.001100227,0.0001464977],"domain_scores_gemma":[0.9921422,0.001582086,0.0004667723,0.00006972944,0.005653822,0.00008541554],"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":[0.002774123,0.0002501373,0.18313,0.0001482815,0.0003441095,0.00000249865,0.0001584241,0.001575605,0.04601143,0.00004658947,0.0000220301,0.7655368],"study_design_scores_gemma":[0.004325681,0.00309244,0.8911855,0.0001414258,0.0004438022,0.00006241748,0.0001634474,0.09016008,0.009886057,0.0002090198,0.0002565736,0.00007360151],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928781,0.001538603,0.003231166,0.001073689,0.0004044234,0.0005008341,0.00001432685,0.000009811976,0.0003490194],"genre_scores_gemma":[0.998462,0.0001051675,0.0005039845,0.0001835128,0.0006249379,0.0001005216,0.000001121769,0.00001104242,0.000007771572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7654632,"threshold_uncertainty_score":0.5557894,"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."}}