{"id":"W4413513650","doi":"10.1109/isie62713.2025.11124795","title":"Enhanced Control Strategy for Wireless Power Transfer Systems Using a Self-Sustained Oscillating Control Technique","year":2025,"lang":"en","type":"article","venue":"","topic":"Wireless Power Transfer Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Wireless power transfer; Power control; Control (management); Computer science; Wireless; Control theory (sociology); Power (physics); Control engineering; Engineering; Telecommunications; Physics; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000557443,0.0005141494,0.0009113139,0.0003037302,0.0001644011,0.0001877208,0.0003067882,0.0003853586,0.00001632092],"category_scores_gemma":[0.00001571587,0.0005007529,0.0002431452,0.0004415812,0.00003745261,0.00023939,0.000007093321,0.0002731473,0.00000357751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663668,"about_ca_system_score_gemma":0.0001711949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021809,"about_ca_topic_score_gemma":0.00004293918,"domain_scores_codex":[0.9973925,0.0001128926,0.0009386692,0.0004754514,0.0002564245,0.0008241156],"domain_scores_gemma":[0.9987729,0.0003370184,0.00003216563,0.0004382583,0.0002891302,0.0001305942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001850416,0.00007988617,0.00009819707,0.002947638,0.001091073,0.00001184285,0.0006290518,0.2189459,0.7398942,0.03540982,0.0001560437,0.0005513291],"study_design_scores_gemma":[0.007445699,0.0001434532,0.00002404102,0.0005845977,0.0002337863,0.00001544064,0.001450269,0.9299915,0.05852573,0.00006798143,0.0006919638,0.0008255386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07746749,0.0003131515,0.9067619,0.00003189489,0.0009594074,0.004857868,0.00008841597,0.001889534,0.007630277],"genre_scores_gemma":[0.9975568,0.000005516923,0.0007009562,0.00005615728,0.0001061293,0.001255214,0.00000574884,0.0001257165,0.0001877277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9200894,"threshold_uncertainty_score":0.9997444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007614766405616106,"score_gpt":0.2314494846966669,"score_spread":0.2238347182910508,"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."}}