{"id":"W4410690787","doi":"10.3390/curroncol32060295","title":"Evaluation of Cervical Cancer Screening in Japan: Challenges and Future Directions for Negative Intraepithelial Lesion or Malignancy/High-Risk Human Papillomavirus Positive Case Management","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Malignancy; Human papillomavirus; Cervical cancer; Lesion; Cancer; Premalignant lesion; Squamous intraepithelial lesion; Pathology; Intraepithelial neoplasia; Oncology; Cervical intraepithelial neoplasia; Gynecology; Internal medicine; Prostate cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005903758,0.0005106557,0.0008637408,0.0021041,0.001240414,0.002248534,0.0009782778,0.000861526,0.0008371705],"category_scores_gemma":[0.00875781,0.0005098675,0.0006168263,0.001979355,0.0008297117,0.002310292,0.001705539,0.0007562318,0.0001090654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002930278,"about_ca_system_score_gemma":0.007863575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08378295,"about_ca_topic_score_gemma":0.1516976,"domain_scores_codex":[0.9972225,0.0011257,0.0005438507,0.0002644129,0.0004138862,0.0004295916],"domain_scores_gemma":[0.9946779,0.0005900809,0.001046823,0.0002050295,0.002290169,0.001190102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006675987,0.00009074814,0.9109362,0.000910734,0.00009961813,0.0005751605,0.003071773,0.000183553,0.0006121024,0.0003851182,0.004219503,0.07884882],"study_design_scores_gemma":[0.00001662856,0.0001760117,0.9700037,0.001138204,0.0002188715,0.0009469272,0.01757738,0.001645168,0.0001773047,0.0006205912,0.007431369,0.00004790348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8110911,0.119188,0.002769937,0.05771264,0.000602595,0.0002429659,0.0005955422,0.0001000632,0.007697175],"genre_scores_gemma":[0.9613094,0.03077175,0.004062157,0.002494466,0.0003900241,0.0001193629,0.0003771262,0.00001655742,0.0004591598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08378295,"threshold_uncertainty_score":0.1665905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2037029603929619,"score_gpt":0.4978797613777455,"score_spread":0.2941768009847836,"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."}}