{"id":"W2127386691","doi":"10.1002/cncy.21596","title":"HPV DNA testing with cytology triage in cervical cancer screening: Influence of revealing HPV infection status","year":2015,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; St. John’s Health Sciences Centre; Memorial University of Newfoundland; McGill University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Triage; Cervical cancer; Dna testing; Cytology; Cervical cancer screening; Colposcopy; Cancer; Oncology; Cancer screening; Papillomaviridae; HPV infection; Gynecology; Obstetrics; Internal medicine; Pathology; Medical emergency; Genetics","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":[0.0006662646,0.0002345684,0.0007993216,0.0003616289,0.00005311507,0.00001094243,0.0001376188,0.000255953,0.0005804489],"category_scores_gemma":[0.0009785198,0.0001969333,0.0000588577,0.001107848,0.0003944874,0.0001312959,0.0001255831,0.00071532,0.000006713921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005367265,"about_ca_system_score_gemma":0.001326363,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01190725,"about_ca_topic_score_gemma":0.006107208,"domain_scores_codex":[0.9974748,0.0002351379,0.000564167,0.0005464852,0.0004106064,0.0007687801],"domain_scores_gemma":[0.9979774,0.0002360725,0.0002019638,0.0003606993,0.0008286585,0.0003951541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002578128,0.00009919328,0.92747,0.0002857439,0.00002735986,0.0002992488,0.0005860281,0.00354238,0.003130459,0.00007245206,0.00007230032,0.06183667],"study_design_scores_gemma":[0.005697333,0.001251934,0.9870161,0.0001277667,0.00008237088,0.000196228,0.0001135792,0.0005494384,0.00321069,0.0001339143,0.001414699,0.0002059146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913307,0.001846525,0.0004565854,0.0008247402,0.0001548995,0.0005201339,0.00002985465,0.00006435198,0.004772226],"genre_scores_gemma":[0.9972839,0.0003475517,0.001017795,0.0006161108,0.0003098495,0.0002734732,0.00001426194,0.00004014035,0.00009685659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06163076,"threshold_uncertainty_score":0.9946725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1043595400284903,"score_gpt":0.3886679480413424,"score_spread":0.2843084080128521,"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."}}