{"id":"W7010431328","doi":"","title":"Human Papillomavirus DNA testing with cytology triage in cervical screening: Influence of revealed versus concealed Human Papillomavirus Status","year":2011,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Cervical cancer; Papanicolaou stain; Cytology; Colposcopy; Pap test; Human papillomavirus; Cervical screening","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03565444,0.0007043204,0.0008754411,0.0003049306,0.000373319,0.001434321,0.001164053,0.001091286,0.001684614],"category_scores_gemma":[0.08513216,0.000465382,0.002358436,0.0004738853,0.000937161,0.000840211,0.001149363,0.001061637,0.0001763208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683673,"about_ca_system_score_gemma":0.004357143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01159863,"about_ca_topic_score_gemma":0.008339086,"domain_scores_codex":[0.9715978,0.02324003,0.0007936326,0.002330427,0.001292658,0.0007455087],"domain_scores_gemma":[0.8962988,0.0893231,0.006998145,0.003260171,0.001781413,0.002338362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1713796,0.002929647,0.7342107,0.0005564735,0.005952068,0.0002335594,0.0005951299,0.05201492,0.001898461,0.0004543466,0.0004309686,0.02934407],"study_design_scores_gemma":[0.007560095,0.1122686,0.6429536,0.0002321825,0.009465973,0.0003398427,0.0005243509,0.2180664,0.005407643,0.001889519,0.001168669,0.0001231009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976953,0.000397377,0.001157906,0.0000746013,0.00003404732,0.0002076605,0.0001589739,0.00001543529,0.0002588127],"genre_scores_gemma":[0.9981003,0.00008127523,0.001251931,0.00003241432,0.000008383716,0.0001609224,0.00018106,0.000005297213,0.0001783805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03565444,"threshold_uncertainty_score":0.188561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07825152153122601,"score_gpt":0.3431201256968245,"score_spread":0.2648686041655985,"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."}}