{"id":"W4206507311","doi":"10.3233/cbm-210366","title":"Comparison of CINtec PLUS cytology and cobas HPV test for triaging Canadian patients with LSIL cytology referred to colposcopy: A two-year prospective study","year":2022,"lang":"en","type":"article","venue":"Cancer Biomarkers","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; University of British Columbia; St. Joseph’s Healthcare Hamilton; St. John’s Health Sciences Centre; McGill University; Memorial University of Newfoundland","funders":"","keywords":"Colposcopy; Referral; Cytology; Prospective cohort study; Pap test; Cervical screening; Test (biology)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002729252,0.0001702675,0.000640012,0.0003556038,0.000247159,0.00001219785,0.0001506028,0.00004540415,0.0008593093],"category_scores_gemma":[0.0001932645,0.0001513023,0.00004424123,0.0005961481,0.0001707414,0.0000264123,0.0001175565,0.0002292669,0.000001279651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501094,"about_ca_system_score_gemma":0.001336061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06657023,"about_ca_topic_score_gemma":0.2320849,"domain_scores_codex":[0.9982926,0.00008883562,0.0003097643,0.0004902399,0.0003345223,0.0004840349],"domain_scores_gemma":[0.9986327,0.0002130512,0.00009679049,0.0002509324,0.0003928237,0.0004137471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01752678,0.0003625361,0.9707394,0.0001042952,0.000338883,0.0000133892,0.001919059,0.00002305267,0.00009283614,0.00002584711,0.003731532,0.005122417],"study_design_scores_gemma":[0.02030422,0.01126099,0.9551086,0.00001931568,0.0002108544,0.000005087239,0.00854749,0.0003278861,0.0002896175,0.00001325475,0.003723029,0.0001896988],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887417,0.000364516,0.00003274869,0.001551565,0.0002074776,0.004930902,0.0005601477,0.00002424131,0.003586692],"genre_scores_gemma":[0.9977896,0.000004211269,0.0001536842,0.0003338293,0.00004301422,0.001487728,0.00005325984,0.00003238673,0.0001022418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1655147,"threshold_uncertainty_score":0.9408835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249620924443916,"score_gpt":0.396608825877538,"score_spread":0.3541126166330989,"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."}}