{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004043381,0.00008914653,0.00009648458,0.0003621216,0.0002103625,0.0001914879,0.0001471555,0.0001595805,0.001598638],"category_scores_gemma":[0.002203285,0.00007759698,0.0001026162,0.0002971044,0.0001686761,0.0001505028,0.0003297831,0.000124545,0.0001476646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003804786,"about_ca_system_score_gemma":0.0005503774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01868121,"about_ca_topic_score_gemma":0.03445947,"domain_scores_codex":[0.9998168,0.00003697696,0.00001277907,0.0000278789,0.00006813036,0.00003736059],"domain_scores_gemma":[0.9994344,0.00009307901,0.0002223207,0.00002834126,0.00008617839,0.0001356745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003841326,0.00001150915,0.9942059,0.00001621324,0.000004780782,0.0001118986,0.0000750465,0.00002493793,0.0002479287,0.00001885877,0.0002057007,0.005038841],"study_design_scores_gemma":[0.000004085952,0.0001046128,0.9986117,0.00001474969,0.00000526245,0.0004039901,0.0000890037,0.00007878165,0.00005481021,0.00002473675,0.0006069536,0.000001211337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968265,0.0008239161,0.00007361185,0.0001134417,0.000004706175,0.00002515475,0.0003697603,0.000006132721,0.001756805],"genre_scores_gemma":[0.9989839,0.0003828809,0.0001540149,0.00006980851,0.000009822113,0.000009243067,0.0002352306,8.683037e-7,0.0001542411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01868121,"threshold_uncertainty_score":0.0371449,"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."}}