{"id":"W2103105672","doi":"10.1093/eurpub/ckm043","title":"Invasive cervical cancer: a failure of screening","year":2007,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Incyte","keywords":"Medicine; Cervix; Cervical cancer; Cervical screening; Cancer; Disease; Cohort; Population; Presentation (obstetrics); Pap test; Stage (stratigraphy); Cancer screening; Gynecology; Cervical cancer screening; Obstetrics; Pediatrics; Internal medicine","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":[0.01274768,0.0001033066,0.0004451004,0.0003674431,0.00006976586,0.00002317401,0.0002388565,0.00002658841,0.001870444],"category_scores_gemma":[0.0007104417,0.00007832525,0.0001643037,0.0005120031,0.00009812466,0.0001244563,0.0000760207,0.0007195281,0.00001178948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001996447,"about_ca_system_score_gemma":0.001807297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000120567,"about_ca_topic_score_gemma":0.000221613,"domain_scores_codex":[0.9967877,0.0007789523,0.0009285905,0.0001315123,0.000829682,0.0005435651],"domain_scores_gemma":[0.9970133,0.0001757501,0.0004603785,0.0001781386,0.0009537582,0.001218727],"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":[0.0001953671,0.0001897788,0.03346175,0.0004532679,0.0001158739,0.0004344839,0.001296939,0.000003164363,0.0003790603,0.0002250493,0.00774991,0.9554954],"study_design_scores_gemma":[0.003109323,0.00226675,0.8761081,0.0002336298,0.00001924764,0.0003998751,0.001345032,0.00001157455,0.0003627611,0.00001404727,0.1160411,0.00008852838],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5381474,0.01087744,0.1325158,0.2199301,0.0006754152,0.0007641029,0.00003806931,0.00006499582,0.09698668],"genre_scores_gemma":[0.9930784,0.0004877926,0.00280434,0.002430843,0.001029843,2.875063e-7,0.00000300653,0.000028997,0.0001365447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9554068,"threshold_uncertainty_score":0.999042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288429572414344,"score_gpt":0.3935143685370096,"score_spread":0.2646714112955751,"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."}}