{"id":"W2010825910","doi":"10.1016/j.vaccine.2008.05.002","title":"New Technologies in Cervical Cancer Screening","year":2008,"lang":"en","type":"review","venue":"Vaccine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":123,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Cervical cancer; Developing country; Medicine; Cervical cancer screening; Disadvantaged; Cancer screening; Predictive value; Low and middle income countries; Intensive care medicine; Cancer; Economic growth; Internal medicine; Economics","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":[0.00008990388,0.0003601993,0.002024662,0.0006297209,0.00004025639,0.00001503319,0.0003273434,0.0005410466,0.005524734],"category_scores_gemma":[0.0001556646,0.0002525887,0.0003588487,0.001370018,0.00001281583,0.00003883289,0.0002690995,0.00138279,0.0001358412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003043429,"about_ca_system_score_gemma":0.0009234141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107915,"about_ca_topic_score_gemma":0.0005705071,"domain_scores_codex":[0.9979885,0.00003755298,0.0005512925,0.0005081199,0.0003937837,0.0005207795],"domain_scores_gemma":[0.9990069,0.0001206016,0.0000887796,0.0005243802,0.00007396099,0.0001853268],"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":[0.00005446679,0.00003141246,0.0004904373,0.006235437,0.00007368132,0.0001922746,0.000008466866,2.360794e-7,7.790405e-8,0.0000214247,0.01399854,0.9788935],"study_design_scores_gemma":[0.001161784,0.0001025755,0.001373766,0.005325943,0.0001708309,0.0001691103,0.00001277943,0.000007304095,0.000002158038,0.00002415637,0.9914204,0.0002291209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001377876,0.9937864,0.00005113738,0.00129509,0.00008931953,0.0007868696,0.00001344334,0.0002159797,0.003760378],"genre_scores_gemma":[0.00001267581,0.9961467,0.0006140784,0.00007050249,0.0005436182,0.0001542857,0.00005765111,0.00006609617,0.002334432],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9786644,"threshold_uncertainty_score":0.9999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042226936127927,"score_gpt":0.4207697095379849,"score_spread":0.3165470159251921,"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."}}