{"id":"W4416391931","doi":"10.1142/s1793524525501499","title":"Optimal control and dynamics of human papillomavirus model with sexual and nonsexual transmission","year":2025,"lang":"en","type":"article","venue":"International Journal of Biomathematics","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Transmission (telecommunications); Optimal control; Human papillomavirus; Population; Control (management); Sexual contact; Sensitivity (control systems)","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":[],"consensus_categories":[],"category_scores_codex":[0.0002178592,0.00007656664,0.0002624554,0.0001979139,0.00002601897,0.00002054508,0.00009545675,0.00004719432,0.00003192549],"category_scores_gemma":[0.00003481621,0.00005130453,0.00003273423,0.00005869721,0.0001400426,0.00005698668,0.0000255733,0.0001182449,1.234695e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005017376,"about_ca_system_score_gemma":0.0001322476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007120581,"about_ca_topic_score_gemma":0.000007203952,"domain_scores_codex":[0.9990528,0.00001306107,0.0003553799,0.00007126814,0.000430378,0.00007708343],"domain_scores_gemma":[0.9991304,0.00009409917,0.0001375541,0.00005877269,0.000493725,0.00008542932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02026358,0.004036224,0.03473829,0.005047404,0.006615582,0.0007749696,0.006875265,0.001504198,0.2623323,0.06514619,0.001088701,0.5915773],"study_design_scores_gemma":[0.02519897,0.004457691,0.02596933,0.001097109,0.0008164837,0.001756521,0.002141262,0.9149391,0.00889957,0.01429546,0.0001371372,0.0002913871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8910145,0.0003685986,0.1055619,0.001776017,0.00002607435,0.0001048875,0.00002058396,0.000003989133,0.001123445],"genre_scores_gemma":[0.9899688,0.00007024639,0.009597789,0.00008251524,0.00003341715,0.000001073804,0.000003001156,0.000006760541,0.0002364163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9134349,"threshold_uncertainty_score":0.2092138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970171866759409,"score_gpt":0.3579402713492004,"score_spread":0.3382385526816063,"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."}}