{"id":"W2114212562","doi":"10.1056/nejmoa071430","title":"Human Papillomavirus DNA versus Papanicolaou Screening Tests for Cervical Cancer","year":2007,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Hôpital Notre-Dame; McMaster University; St. John’s Health Sciences Centre; Université de Montréal; Centre Hospitalier de l’Université de Montréal; McGill University","funders":"","keywords":"Medicine; Colposcopy; Papanicolaou stain; Cervical intraepithelial neoplasia; Gynecology; Confidence interval; Pap test; Papanicolaou Test; Cervical cancer; Papillomaviridae; Obstetrics; Cancer; Internal medicine; Oncology; Cervical cancer screening","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001938078,0.0001833508,0.0006546734,0.0002677247,0.0001225748,0.00001243678,0.0001884901,0.0001201093,0.003765506],"category_scores_gemma":[0.0008218463,0.000120153,0.0001616476,0.0002822827,0.000130671,0.00006914549,0.0000340559,0.0006371305,0.000003265741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001600806,"about_ca_system_score_gemma":0.0002711551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004077853,"about_ca_topic_score_gemma":0.001078209,"domain_scores_codex":[0.9976227,0.00003796934,0.000715232,0.0001866244,0.0009465787,0.0004908423],"domain_scores_gemma":[0.9974058,0.000671498,0.000231505,0.0001895768,0.0005774971,0.0009240763],"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":[0.01668902,0.0001174419,0.01136494,0.0001756549,0.0002826961,0.0003325353,0.0004440611,0.000005833359,0.02072275,0.0003870714,0.01629709,0.9331809],"study_design_scores_gemma":[0.2197024,0.01051592,0.3544643,0.000525686,0.0006432557,0.0004221089,0.0003502536,0.00003277357,0.003061228,0.0004839599,0.4095732,0.0002249566],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8660474,0.01768012,0.006290947,0.04326733,0.003889093,0.001375604,0.00002104449,0.00008959082,0.06133889],"genre_scores_gemma":[0.9774843,0.0002880711,0.0007920004,0.001161946,0.01922271,0.00000416027,0.00000758014,0.00003585208,0.001003369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9329559,"threshold_uncertainty_score":0.9971452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158903653813536,"score_gpt":0.4378419600555897,"score_spread":0.3219515946742361,"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."}}