{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001230871,0.001611582,0.002370181,0.0008660924,0.0008560679,0.00217613,0.001816509,0.002361083,0.004365535],"category_scores_gemma":[0.003457785,0.0007131484,0.001588654,0.0007697832,0.00134507,0.001286559,0.001615054,0.002168783,0.0003326005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002025532,"about_ca_system_score_gemma":0.002144197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05409478,"about_ca_topic_score_gemma":0.01527557,"domain_scores_codex":[0.9991249,0.0002659423,0.00003614186,0.0002136067,0.0001231347,0.0002363225],"domain_scores_gemma":[0.9983368,0.0008237967,0.0003046301,0.00004094173,0.000358498,0.0001352942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004727859,0.00003708145,0.001269245,0.00006233446,0.00004459434,0.0001760662,0.00005887177,0.9815385,0.0003425691,0.01400644,0.00081471,0.00160234],"study_design_scores_gemma":[0.00002021434,0.00002358766,0.0003414308,0.000006370705,0.00002241592,0.00001393353,0.00002837348,0.9962221,0.00004715721,0.00302284,0.0002416526,0.000009735627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.298789,0.004924735,0.6375343,0.004634884,0.0005934654,0.0003122214,0.001992097,0.0004785662,0.05074056],"genre_scores_gemma":[0.9728338,0.001300906,0.005953835,0.0001827068,0.00008205216,0.0003000877,0.0004743483,0.00003362863,0.01883848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05409478,"threshold_uncertainty_score":0.1075599,"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."}}