{"id":"W2733312278","doi":"10.1002/ijgo.12187","title":"Optimizing secondary prevention of cervical cancer: Recent advances and future challenges","year":2017,"lang":"en","type":"review","venue":"International Journal of Gynecology & Obstetrics","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre; McGill University; University of British Columbia","funders":"","keywords":"Medicine; Cervical cancer; Human papillomavirus; Cervical cancer screening; Cancer; Population; Incidence (geometry); Cervical screening; Cancer prevention; Gynecology; Intensive care medicine; Environmental health; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005362864,0.0002408537,0.001679288,0.0007539099,0.0000565524,0.00003270871,0.000590381,0.0004361378,0.001652992],"category_scores_gemma":[0.001643315,0.0001816795,0.0004782488,0.0001425636,0.000162459,0.0001999631,0.0002088512,0.001179152,0.000003039752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005289237,"about_ca_system_score_gemma":0.001555927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003145812,"about_ca_topic_score_gemma":0.00003460869,"domain_scores_codex":[0.9975634,0.0001487822,0.001059952,0.0002510906,0.0007615546,0.0002152748],"domain_scores_gemma":[0.9947721,0.001326159,0.001663244,0.0002146779,0.001829572,0.0001942808],"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":[0.0001099623,0.0001599695,0.0000523397,0.006426016,0.000852978,0.0002147566,0.0000694012,7.839174e-7,1.635724e-7,0.0001098485,0.0001513325,0.9918525],"study_design_scores_gemma":[0.001325962,0.0006285137,0.001078213,0.002140164,0.0007082298,0.000505286,0.00008803605,0.000003013088,0.000002233383,0.0001693885,0.9932269,0.000124037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001662142,0.9878849,0.0000122541,0.002051914,0.00479972,0.0002729846,0.00004641612,0.000004923591,0.004910224],"genre_scores_gemma":[0.00008045079,0.9971991,0.0004680871,0.0000572488,0.001935811,0.00001565314,0.00002388068,0.00002747449,0.0001922857],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9930756,"threshold_uncertainty_score":0.9992597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1259813042641313,"score_gpt":0.4532292259857496,"score_spread":0.3272479217216183,"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."}}