{"id":"W2150660638","doi":"10.2217/whe.09.57","title":"Effectiveness of Cervical Cancer Screening at Different Ages","year":2009,"lang":"en","type":"article","venue":"Women s Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Cervical cancer; Cervical cancer screening; Cervical screening; Gynecology; Cancer; Population; Obstetrics; Demography; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004304993,0.0001059288,0.0004747568,0.00008029238,0.00008023144,0.000005029619,0.00007187082,0.0000501055,0.002251322],"category_scores_gemma":[0.0000259291,0.00007834795,0.00006282335,0.0001872017,0.00004417398,0.00002029067,0.00004480137,0.0001994145,0.00000807809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008270678,"about_ca_system_score_gemma":0.0001346396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005210239,"about_ca_topic_score_gemma":0.0000729652,"domain_scores_codex":[0.9985259,0.0001447802,0.0002171685,0.0002205046,0.0004120635,0.0004796091],"domain_scores_gemma":[0.9991016,0.0001270722,0.00004984898,0.0002030492,0.0000804415,0.0004379978],"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":[0.008430243,0.0007989698,0.1831107,0.006591916,0.0001307941,0.00002445406,0.002122385,0.00001835371,0.00664312,0.0008288747,0.0008634615,0.7904367],"study_design_scores_gemma":[0.001849109,0.001512643,0.9921944,0.0001661585,0.00000657369,0.000003887415,0.00005750696,0.00005156502,0.002709978,0.0001709564,0.001211587,0.00006568449],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915792,0.001853926,0.0001100945,0.003048357,0.00005120467,0.0004525784,0.00001632691,0.00003406501,0.002854243],"genre_scores_gemma":[0.9978634,0.0005080397,0.00003560571,0.001055615,0.0001130842,0.00004797755,0.00001485621,0.00001099591,0.0003504303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8090837,"threshold_uncertainty_score":0.9986607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03860517664271555,"score_gpt":0.3980330872418325,"score_spread":0.3594279105991169,"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."}}