{"id":"W4289109388","doi":"10.3390/diagnostics12081855","title":"Strategic Significance of Low Viral Load of Human Papillomavirus in Uterine Cervical Cytology Specimens","year":2022,"lang":"en","type":"article","venue":"Diagnostics","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Kyungpook National University Hospital","keywords":"Cytology; Liquid-based cytology; Medicine; Squamous intraepithelial lesion; Genotyping; Clinical significance; Viral load; Cervical cancer; HPV infection; Cervix; Multiplex; Cervical intraepithelial neoplasia; Gynecology; Pathology; Cancer; Internal medicine; Virology; Genotype; Biology; Virus","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":[0.001281534,0.0001389524,0.0002524935,0.001183037,0.00031819,0.0008652429,0.0002587459,0.0003114532,0.0009051132],"category_scores_gemma":[0.00473886,0.0001121525,0.0001903972,0.0007540891,0.0003567881,0.0003311943,0.0003369613,0.0001788701,0.0002669511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003430947,"about_ca_system_score_gemma":0.0004320082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001671119,"about_ca_topic_score_gemma":0.002359603,"domain_scores_codex":[0.9987435,0.0003488614,0.0002878844,0.0001927503,0.0003121,0.0001150008],"domain_scores_gemma":[0.9978587,0.0007884772,0.0006790558,0.0001677689,0.000378755,0.0001271348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001988039,0.00002375303,0.9856425,0.0001244926,0.00003899929,0.0004900699,0.0001013128,0.00004212829,0.004104915,0.00005618195,0.0001552601,0.009021641],"study_design_scores_gemma":[0.00001215597,0.0002080901,0.9821094,0.00009275414,0.0001656379,0.00425881,0.0009132953,0.0009018605,0.008754438,0.0002845846,0.002285175,0.00001371824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950085,0.002359766,0.0004135593,0.00009978324,0.00002074261,0.00002795016,0.0005069287,0.000008753021,0.001554123],"genre_scores_gemma":[0.9988734,0.0003749731,0.0003024796,0.00003064127,0.000007546677,0.000009335092,0.0002309344,0.000001644812,0.0001689525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001671119,"threshold_uncertainty_score":0.006777465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04733470164335193,"score_gpt":0.3573410943341498,"score_spread":0.3100063926907979,"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."}}