{"id":"W2297625970","doi":"10.1016/j.pvr.2016.03.002","title":"Human papillomavirus detection in cervical neoplasia attributed to 12 high-risk human papillomavirus genotypes by region","year":2016,"lang":"en","type":"article","venue":"Papillomavirus Research","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec","funders":"Centers for Disease Control and Prevention; National Institutes of Health; Cancer Research UK; Valeant Pharmaceuticals International; Sanofi; Merck; GlaxoSmithKline; American College of Obstetricians and Gynecologists; American Cancer Society","keywords":"Human papillomavirus; Medicine; Genotype; Koilocyte; Virology; Cervical intraepithelial neoplasia; Gynecology; Cervical cancer; Oncology; Internal medicine; Gene; Genetics; Biology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003772225,0.0007940007,0.001465837,0.001852711,0.001366063,0.0002310612,0.001076955,0.0008596918,0.004765753],"category_scores_gemma":[0.001396766,0.0006051915,0.0003772324,0.002893878,0.0008008783,0.0004082203,0.0009159418,0.002510071,0.002560498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230518,"about_ca_system_score_gemma":0.000351757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02151361,"about_ca_topic_score_gemma":0.01442738,"domain_scores_codex":[0.9879471,0.001801807,0.001418093,0.002139735,0.003543003,0.003150278],"domain_scores_gemma":[0.9939603,0.0008188293,0.0001938545,0.001930718,0.001159673,0.001936668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003481678,0.001051117,0.08416224,0.0002542155,0.0001976035,0.0006559816,0.0003563532,0.00000337679,0.5393321,0.0006610526,0.0162677,0.3535766],"study_design_scores_gemma":[0.01132386,0.004503002,0.7240389,0.0003051679,0.00009433898,0.00008140771,0.0002007719,0.00002334218,0.1534692,0.003561309,0.1013238,0.00107487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810985,0.001406035,0.0004249906,0.00329148,0.0002493361,0.003019554,0.0002266345,0.0004035626,0.009879848],"genre_scores_gemma":[0.9878342,0.001441654,0.0001057747,0.0004746113,0.0007906929,0.0008119896,0.0001015567,0.0002365194,0.008203033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6398767,"threshold_uncertainty_score":0.999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07616617205435713,"score_gpt":0.3882850545436581,"score_spread":0.312118882489301,"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."}}