{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002363949,0.0005725682,0.0005384409,0.0003580357,0.0003375613,0.000600961,0.0005614982,0.0005988494,0.001339115],"category_scores_gemma":[0.002267276,0.000423706,0.0004775752,0.0002462751,0.000451401,0.0005279082,0.000443082,0.0005479672,0.0003922969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432231,"about_ca_system_score_gemma":0.0003995626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008499427,"about_ca_topic_score_gemma":0.001195538,"domain_scores_codex":[0.9985045,0.0006682969,0.0000870099,0.0003025185,0.00035125,0.00008644203],"domain_scores_gemma":[0.9986619,0.0005008582,0.0002401319,0.0001024677,0.0002820248,0.0002127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.09335052,0.06332525,0.2091468,0.001915153,0.0004507105,0.0007251953,0.002272794,0.0006626102,0.5367944,0.0001820096,0.0005436844,0.09063081],"study_design_scores_gemma":[0.001846594,0.7105104,0.1763487,0.00004781093,0.0005872324,0.001310091,0.000981106,0.002771771,0.1033758,0.00006090301,0.002089458,0.00007000854],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988583,0.0002101635,0.0003947617,0.00001706731,0.00002078662,0.0002298516,0.00006271181,0.000008000743,0.0001982269],"genre_scores_gemma":[0.9949825,0.0003710469,0.0031121,0.0000764319,0.00003200955,0.0002451961,0.0003203558,0.000006805574,0.0008534695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002363949,"threshold_uncertainty_score":0.0125019,"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."}}