{"id":"W1986082520","doi":"10.1016/s0140-6736(03)14996-3","title":"Are we ready for a paradigm change in cervical cancer screening?","year":2003,"lang":"en","type":"letter","venue":"The Lancet","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Colposcopy; Medicine; Referral; Cervical cancer; Triage; Cytology; Gynecology; Cervical cancer screening; Obstetrics; Human papillomavirus; Cervical screening; Disease; Pap test; Family medicine; Cancer; Internal medicine; Pathology; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01306101,0.001205467,0.002699231,0.001186769,0.007609264,0.007699526,0.004544321,0.1363351,0.01680429],"category_scores_gemma":[0.06344124,0.00119244,0.002400691,0.001430119,0.01032998,0.0129534,0.004156485,0.1059579,0.007829009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01088363,"about_ca_system_score_gemma":0.01913662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02506983,"about_ca_topic_score_gemma":0.04899406,"domain_scores_codex":[0.9891363,0.003405403,0.0009969283,0.001178649,0.003466335,0.001816278],"domain_scores_gemma":[0.9606549,0.02165206,0.002039155,0.0009034819,0.005416339,0.009334221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000124859,0.000067932,0.0004886856,0.0001690617,0.0000359622,0.0006683733,0.0002423025,0.0001013411,0.0002210022,0.01124428,0.9733995,0.01323682],"study_design_scores_gemma":[0.0004572599,0.0001730312,0.001285435,0.000879681,0.00008688858,0.0010222,0.001676415,0.0004881136,0.0001841739,0.0355412,0.9580706,0.0001351171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007418165,0.0008865564,0.00005728248,0.9925109,0.005792683,0.000003205028,0.00001078299,0.000008042116,0.000656386],"genre_scores_gemma":[0.0009052366,0.000667052,0.0001365348,0.9851639,0.01155123,0.00001344758,0.000007649897,0.000008159053,0.001546891],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1363351,"threshold_uncertainty_score":0.07896662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2847698174160596,"score_gpt":0.4272576453651772,"score_spread":0.1424878279491176,"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."}}