{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00340808,0.0002221178,0.0005545392,0.0004165077,0.00161936,0.0001880323,0.0001905401,0.0001300466,0.0004310072],"category_scores_gemma":[0.0008185534,0.0001801686,0.0001220336,0.001115956,0.000867784,0.0001893243,0.0003236749,0.0004020203,0.00000640364],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009494641,"about_ca_system_score_gemma":0.007143512,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007334891,"about_ca_topic_score_gemma":0.001142416,"domain_scores_codex":[0.9953523,0.00007564775,0.0009865609,0.001152058,0.001535464,0.0008980187],"domain_scores_gemma":[0.997427,0.0001954513,0.0001951625,0.0006035086,0.0006973454,0.0008815493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004518925,0.0008585059,0.9902895,0.0004808599,0.0000253439,0.0003469619,0.0002487613,7.28062e-7,0.001396905,0.001262757,0.0006911565,0.003946641],"study_design_scores_gemma":[0.003154465,0.001487327,0.9904633,0.00003610151,0.00002957264,0.00035449,0.0002033677,0.00004448535,0.0004830459,0.00274449,0.0008525362,0.0001468862],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989599,0.000640907,0.00003578689,0.003355324,0.0005000099,0.002738599,0.00001248007,0.00006730328,0.003050554],"genre_scores_gemma":[0.9965482,0.00003420225,0.0001396611,0.00165458,0.0001788249,0.000319456,0.00001530694,0.00001590931,0.001093853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00694917,"threshold_uncertainty_score":0.9996804,"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."}}