{"id":"W2135253681","doi":"10.1093/oxfordjournals.jncimonographs.a003488","title":"Chapter 13: Primary Screening of Cervical Cancer With Human Papillomavirus Tests","year":2003,"lang":"en","type":"review","venue":"JNCI Monographs","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Cervical cancer; Pap test; Cytology; Cancer; Gynecology; Oncology; Randomized controlled trial; Incidence (geometry); Human papillomavirus; Papillomaviridae; Cancer screening; Cervical screening; Cervical cancer screening; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003000099,0.0005768826,0.002632329,0.000600137,0.0001190507,0.0000283867,0.0003032169,0.0004144514,0.003728945],"category_scores_gemma":[0.00001563823,0.0003879673,0.0008540232,0.0009786536,0.0003351315,0.00006544854,0.0001208963,0.001053651,0.00002055725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001284538,"about_ca_system_score_gemma":0.0004004698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000499005,"about_ca_topic_score_gemma":0.0002613787,"domain_scores_codex":[0.9968271,0.00009712538,0.0008006134,0.0006769467,0.0009501931,0.0006480416],"domain_scores_gemma":[0.9980145,0.00010752,0.0003237934,0.0007850445,0.0003075567,0.000461593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001191153,0.00015245,0.003234004,0.02350571,0.0005592812,0.00008181805,0.0000321214,1.877055e-7,0.000002955863,0.0001919762,0.0004216504,0.9716988],"study_design_scores_gemma":[0.001290399,0.0006750294,0.01138472,0.007659192,0.001639161,0.00007371318,0.00001153274,8.979908e-7,0.000006757533,0.00003207853,0.9767483,0.0004782167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001056376,0.9555754,0.00002194685,0.00003207012,0.00006563245,0.001236923,0.00009998054,0.00006036312,0.04280203],"genre_scores_gemma":[0.000448918,0.9971029,0.0004839863,0.0002807138,0.0002564146,0.0003328427,0.0001733846,0.0001396117,0.0007812906],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9763266,"threshold_uncertainty_score":0.9998572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243215768167307,"score_gpt":0.4166297023156869,"score_spread":0.2923081254989562,"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."}}