{"id":"W2165722018","doi":"10.1158/1055-9965.epi-14-0410","title":"Attribution of 12 High-Risk Human Papillomavirus Genotypes to Infection and Cervical Disease","year":2014,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":180,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; University of British Columbia","funders":"Cancer Research UK","keywords":"Medicine; Incidence (geometry); Cumulative incidence; Cervical intraepithelial neoplasia; HPV infection; Internal medicine; Cervical cancer; Genotype; Human papillomavirus; Placebo; Disease; Intraepithelial neoplasia; Gynecology; Gastroenterology; Cancer; Pathology; Cohort; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.001864862,0.0001640204,0.0005227441,0.0001759781,0.0001463181,0.000004832274,0.0000644193,0.0001868607,0.000821005],"category_scores_gemma":[0.0008549229,0.000143441,0.0001562308,0.0001953057,0.0002195173,0.00006871643,0.0000887862,0.0002075127,0.0000184248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002034833,"about_ca_system_score_gemma":0.00008326342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003648244,"about_ca_topic_score_gemma":0.001316191,"domain_scores_codex":[0.9977227,0.0007858179,0.0005166273,0.000463689,0.0001592352,0.000351936],"domain_scores_gemma":[0.998606,0.000284253,0.0001993693,0.000297086,0.0001731421,0.0004401345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001293078,0.00008683998,0.8383784,0.0002620577,0.0001701413,8.153889e-7,0.00002090837,0.00001775478,0.001596139,0.001731509,0.00085165,0.1555907],"study_design_scores_gemma":[0.001357709,0.0007032823,0.9786938,0.00009844839,0.0003088456,0.00000181262,0.000004076218,0.0002544161,0.0004997675,0.01285954,0.005089603,0.0001286498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786262,0.002723668,0.01439386,0.002983349,0.0002792301,0.0006890926,0.00003631592,0.00005713783,0.0002111294],"genre_scores_gemma":[0.9968082,0.001384849,0.0004892396,0.0004683328,0.0003376703,0.0001489204,0.0001513565,0.00001761352,0.0001937844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1554621,"threshold_uncertainty_score":0.8989429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06283463570838052,"score_gpt":0.4045929138763826,"score_spread":0.3417582781680021,"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."}}