{"id":"W2137482496","doi":"10.2105/ajph.90.9.1466","title":"Monitoring disease burden and preventive behavior with data linkage: cervical cancer among aboriginal people in Manitoba, Canada","year":2000,"lang":"en","type":"article","venue":"American Journal of Public Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Health Canada","keywords":"Medicine; Papanicolaou stain; Cervical cancer; Pap test; Demography; Population; Incidence (geometry); Record linkage; Linkage (software); Disease; Test (biology); Public health; Cancer; Family medicine; Gynecology; Gerontology; Environmental health; Cervical cancer screening; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007596216,0.0001423556,0.0005178233,0.0001514163,0.00008553961,0.0000529594,0.0002939671,0.0000207062,0.0009038379],"category_scores_gemma":[0.00004804435,0.0001084203,0.00002829987,0.0006177704,0.0001854161,0.0002994902,0.00004575133,0.0006870076,7.235391e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009275049,"about_ca_system_score_gemma":0.0112323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8544161,"about_ca_topic_score_gemma":0.7788299,"domain_scores_codex":[0.9976645,0.0002088391,0.000450633,0.0002738982,0.0008341934,0.0005680036],"domain_scores_gemma":[0.9974473,0.00008195825,0.0002101898,0.0003235206,0.0002512115,0.001685782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001971406,0.0000692863,0.5749155,0.00006250755,0.00002505582,0.0001898265,0.0003140628,0.000004155604,3.935761e-7,0.000001056629,0.0001047413,0.4241162],"study_design_scores_gemma":[0.001219116,0.0006983965,0.9858832,0.000161648,0.00004660157,0.00007769467,0.002000683,0.0001079102,9.185886e-7,0.000001481061,0.009702178,0.000100148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807865,0.001761528,0.00002063655,0.01685004,0.00006961051,0.000284652,0.00006562148,0.000005930958,0.0001554635],"genre_scores_gemma":[0.9951331,0.003285655,0.0002203224,0.0003384202,0.0008541417,0.00002180264,0.00001359996,0.00002173993,0.000111207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4240161,"threshold_uncertainty_score":0.9943731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817663250469767,"score_gpt":0.3797475199870002,"score_spread":0.3315708874823025,"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."}}