{"id":"W2069614043","doi":"10.1002/cncr.10723","title":"Screening for cervical disease in mature women","year":2002,"lang":"en","type":"article","venue":"Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Artificial Intelligence in Medicine (Canada); University of Toronto","funders":"","keywords":"Medicine; Pap test; Gynecology; Population; Cervical screening; Obstetrics; Cervical cancer; Cancer; Cervical cancer screening; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00007312285,0.00007238588,0.0001584187,0.00006207539,0.00003107195,0.00001257899,0.00006330937,0.00005185201,0.02265224],"category_scores_gemma":[0.00005825927,0.0000599076,0.00005367638,0.0001834475,0.00003238169,0.00003609491,0.00002602907,0.000185581,0.00002254521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131536,"about_ca_system_score_gemma":0.00004647923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004259608,"about_ca_topic_score_gemma":0.00004103759,"domain_scores_codex":[0.9991618,0.000009394422,0.0001032183,0.0001902095,0.0001876609,0.0003477363],"domain_scores_gemma":[0.9994131,0.0000369776,0.00001094469,0.0001487354,0.00005567972,0.0003345473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004419359,0.0003567165,0.218797,0.001616618,0.00007488632,0.0001316019,0.001567768,0.0001176176,0.0002120951,0.0006009035,0.05174489,0.7203606],"study_design_scores_gemma":[0.004130274,0.0001329836,0.7425761,0.00008085136,0.00002368716,0.000001435164,0.000097802,0.01011593,0.00007540269,0.0004221247,0.2421862,0.0001572136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8401313,0.03763424,0.001261379,0.05601581,0.0006431197,0.003421887,0.0003757006,0.0002399594,0.0602766],"genre_scores_gemma":[0.9906671,0.0002868543,0.0001454038,0.002345609,0.0005308832,0.0005621293,0.000009075271,0.00001937966,0.005433587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7202033,"threshold_uncertainty_score":0.9782412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07310331408121655,"score_gpt":0.3710124780078461,"score_spread":0.2979091639266296,"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."}}