{"id":"W3016523537","doi":"10.1111/cyt.12835","title":"The early detection of cervical cancer. The current and changing landscape of cervical disease detection","year":2020,"lang":"en","type":"review","venue":"Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Medical Research Council Canada; Cancer Research UK","keywords":"Medicine; Cervical cancer; Disease; Triage; Cervical intraepithelial neoplasia; Papanicolaou stain; Cervical screening; Colposcopy; Population; Oncology; Biomarker; Cancer; Intensive care medicine; Gynecology; Internal medicine; Medical emergency; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001764016,0.0006509815,0.0009330778,0.001755941,0.0004307073,0.001918461,0.001046614,0.001908025,0.003305235],"category_scores_gemma":[0.003141068,0.0003146599,0.0004709532,0.001438489,0.001436798,0.001545055,0.00128511,0.002150152,0.002278507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433732,"about_ca_system_score_gemma":0.002537755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004120183,"about_ca_topic_score_gemma":0.003478718,"domain_scores_codex":[0.9984163,0.0003983364,0.0001171446,0.0002305816,0.0007173984,0.0001201832],"domain_scores_gemma":[0.9980861,0.0009120178,0.000213772,0.00006895069,0.0005953197,0.0001239122],"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":[0.00008201822,0.00005374969,0.001758723,0.0158252,0.00005881669,0.0003308072,0.0003356464,0.0002476256,0.009327348,0.01522193,0.04565679,0.9111013],"study_design_scores_gemma":[0.000009690369,0.0001951116,0.004291018,0.004424621,0.0000671586,0.002058271,0.0002372726,0.0001636014,0.004289384,0.00603089,0.978187,0.00004600428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007331538,0.9795815,0.002761765,0.006232182,0.001756762,0.00004498369,0.0001600393,0.00006213145,0.00866746],"genre_scores_gemma":[0.009293349,0.9805937,0.003132622,0.002396858,0.001256871,0.00006151081,0.0001421263,0.00001316296,0.003109745],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004120183,"threshold_uncertainty_score":0.01105708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0477097854496636,"score_gpt":0.3744493847423013,"score_spread":0.3267395992926377,"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."}}