{"id":"W4220939251","doi":"10.12688/openreseurope.14344.1","title":"Human papillomavirus (HPV) detection in vaginal self-samples: evaluation of eNat® as an alternative suspension medium to ThinPrep®PreservCyt® for vaginal swabs","year":2022,"lang":"en","type":"article","venue":"Open Research Europe","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Horizon 2020 Framework Programme; European Commission","keywords":"Colposcopy; Medicine; Hybrid capture; Cervical cancer; Gynecology; Human papillomavirus; Obstetrics; Cervical intraepithelial neoplasia; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01695422,0.0001929341,0.0004411205,0.000808332,0.0006517218,0.0001681688,0.00123724,0.00005919907,0.009078636],"category_scores_gemma":[0.00202244,0.0001807182,0.0000729793,0.001631629,0.0001234847,0.0004022556,0.002018479,0.001108254,0.00006488003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009817615,"about_ca_system_score_gemma":0.001272019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01312659,"about_ca_topic_score_gemma":0.002845475,"domain_scores_codex":[0.9906079,0.002844812,0.0005160402,0.000889176,0.004374005,0.0007680916],"domain_scores_gemma":[0.994808,0.0003953023,0.00009680996,0.0008229928,0.003398082,0.0004788115],"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":[0.04200526,0.007728058,0.009939024,0.001244122,0.0005620625,0.001032613,0.02287006,0.002554008,0.4825023,0.008994322,0.01134499,0.4092232],"study_design_scores_gemma":[0.03903244,0.05846983,0.4642343,0.0002509173,0.0003063566,0.0002568115,0.009059938,0.02944041,0.2626234,0.02098843,0.1141549,0.00118224],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111016,0.0001604095,0.00006240125,0.001887619,0.0001603165,0.007720196,0.00006856821,0.00003951083,0.07879938],"genre_scores_gemma":[0.9958187,0.00004358994,0.000355319,0.0002351191,0.0002418189,0.001564076,0.000124737,0.00006512065,0.001551468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4542953,"threshold_uncertainty_score":0.9934451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2685156718653863,"score_gpt":0.512276596818687,"score_spread":0.2437609249533007,"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."}}