{"id":"W4403783458","doi":"10.1002/ijc.35220","title":"Cervical cancer screening: Sharing best practices and addressing common challenges in cervical cancer screening programs","year":2024,"lang":"en","type":"letter","venue":"International Journal of Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Hologic","keywords":"Cervical cancer; Medicine; Cancer; Cervical cancer screening; Cancer screening; Premalignant lesion; Gynecology; Oncology; Obstetrics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09710231,0.001866851,0.001709762,0.005072184,0.01119562,0.01491098,0.006690294,0.01177451,0.00623084],"category_scores_gemma":[0.1246564,0.001574759,0.002084708,0.003150125,0.007855996,0.02464415,0.03420559,0.02002374,0.001682075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01299962,"about_ca_system_score_gemma":0.05212482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007314426,"about_ca_topic_score_gemma":0.01725345,"domain_scores_codex":[0.8837692,0.08157945,0.006295569,0.005163575,0.01684288,0.006349276],"domain_scores_gemma":[0.9090911,0.03718149,0.007372322,0.004940451,0.01624921,0.0251654],"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":[0.0001360913,0.0006985912,0.00731228,0.008536139,0.0002439216,0.002202927,0.197917,0.0007971731,0.001450031,0.01173083,0.2366119,0.5323632],"study_design_scores_gemma":[0.00008899279,0.000576838,0.006979278,0.02589759,0.0001951234,0.002175407,0.2364492,0.001316653,0.001118834,0.04445242,0.6803322,0.0004173746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02421105,0.04136363,0.02011294,0.8814704,0.01508848,0.001485813,0.0002517206,0.0004975821,0.01551846],"genre_scores_gemma":[0.3923814,0.08881021,0.1554841,0.3338998,0.01113282,0.003454236,0.001013467,0.0007954378,0.01302853],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09710231,"threshold_uncertainty_score":0.5135322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3101741483698174,"score_gpt":0.4889313338675083,"score_spread":0.1787571854976909,"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."}}