{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01486699,0.0002995269,0.0004858326,0.0005881969,0.0003898425,0.001055648,0.0006689933,0.001016327,0.0006894768],"category_scores_gemma":[0.09620742,0.000303063,0.0006204206,0.0007521972,0.000565499,0.001057524,0.0006683755,0.001141544,0.0002945564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008138403,"about_ca_system_score_gemma":0.001085353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003943925,"about_ca_topic_score_gemma":0.005027235,"domain_scores_codex":[0.9851544,0.009788348,0.0009183375,0.001284708,0.002481594,0.0003724712],"domain_scores_gemma":[0.9323163,0.05216801,0.008610156,0.001697827,0.00298999,0.002217683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005981541,0.0002133969,0.9652869,0.0001117813,0.0002579376,0.0001191654,0.0002698133,0.0006073359,0.0004974619,0.00002022728,0.0002473768,0.02638706],"study_design_scores_gemma":[0.00021381,0.006170521,0.9833401,0.0001385996,0.0005934405,0.0007573179,0.0002440509,0.006157966,0.001589638,0.0001218781,0.0006409265,0.00003171883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947173,0.003349641,0.0005337436,0.0003087742,0.00007233464,0.000061898,0.00004364582,0.00002084825,0.0008917939],"genre_scores_gemma":[0.998942,0.0002170433,0.0005898635,0.00005739559,0.00003210366,0.00001755899,0.00004387619,0.000004457604,0.00009568974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01486699,"threshold_uncertainty_score":0.07862514,"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."}}