{"id":"W4416538925","doi":"10.1002/hsr2.71524","title":"Human Papillomavirus Viral Load as Triage Biomarker for High‐Grade Cervical Lesions and Invasive Cervical Carcinoma: A Cross‐Sectional Study","year":2025,"lang":"en","type":"article","venue":"Health Science Reports","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; Montfort Hospital","funders":"","keywords":"Viral load; Triage; Biomarker; Human papillomavirus; Cervical cancer; Cervical intraepithelial neoplasia","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":[0.00122763,0.0003578175,0.0002947553,0.0006769761,0.0003758961,0.0006064557,0.0002598426,0.0005540874,0.001106849],"category_scores_gemma":[0.001927012,0.0004644186,0.0003516375,0.00056442,0.0002721585,0.0005072617,0.0003171533,0.0004903322,0.0002761766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001988645,"about_ca_system_score_gemma":0.0002264473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002562065,"about_ca_topic_score_gemma":0.002795651,"domain_scores_codex":[0.9994226,0.000209496,0.00004902092,0.0001804481,0.00007685789,0.00006170695],"domain_scores_gemma":[0.9987061,0.0003175479,0.0003287177,0.0001809952,0.0002401087,0.0002265339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007023932,0.00002939966,0.9990994,0.000005885543,0.00003976583,0.00002495117,0.00006151311,0.000008748901,0.0003049989,0.000004431604,0.00001499522,0.0003358506],"study_design_scores_gemma":[0.000003611296,0.000245818,0.9989894,0.000003365071,0.00004756682,0.0001995188,0.0001367871,0.0001238975,0.0001149582,0.00000686792,0.0001257541,0.000002436314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991536,0.0001974857,0.000189238,0.000009268331,0.000006994862,0.00001971943,0.0001381074,0.000002827086,0.0002828089],"genre_scores_gemma":[0.9995346,0.00004277302,0.0001376951,0.00001627878,0.000005457233,0.00001402684,0.0001245477,0.000001262154,0.0001232851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002562065,"threshold_uncertainty_score":0.006492436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09938145153066395,"score_gpt":0.4632818280912582,"score_spread":0.3639003765605942,"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."}}