{"id":"W7117884246","doi":"10.1109/mpel.2025.3620520","title":"In Memory of Prof. Zhengming Zhao [In Memoriam]","year":2025,"lang":"","type":"article","venue":"IEEE Power Electronics Magazine","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of New Brunswick","funders":"","keywords":"General interest; Information system","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001272751,0.000535502,0.001281982,0.001664119,0.00006658897,0.00001132392,0.0005064877,0.005974052,0.0005650259],"category_scores_gemma":[0.0003044436,0.000537988,0.0002248542,0.002832853,0.0004040347,0.0001641205,0.0001294251,0.009990408,0.0001535043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000599195,"about_ca_system_score_gemma":0.001509783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004434639,"about_ca_topic_score_gemma":0.0003819043,"domain_scores_codex":[0.9956877,0.000181206,0.001503399,0.0008399174,0.0003308713,0.001456885],"domain_scores_gemma":[0.9982459,0.0002212243,0.0003105482,0.0009585004,0.000164215,0.00009962649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007001858,0.01051325,0.009636471,0.005005994,0.00327498,0.002284505,0.005283999,0.0009203446,0.6367067,0.1623734,0.1322102,0.02478837],"study_design_scores_gemma":[0.02564885,0.003851466,0.006101476,0.006705522,0.001139959,0.0001961316,0.000736894,0.00385198,0.600141,0.01317188,0.3367886,0.00166616],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4130227,0.2364893,0.00200966,0.1719264,0.0248057,0.004500145,0.00001959659,0.0002468759,0.1469796],"genre_scores_gemma":[0.9521669,0.01427936,0.0001764875,0.001381627,0.0001945177,0.00004543859,0.000007453299,0.00005688793,0.03169132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5391442,"threshold_uncertainty_score":0.9997072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004821485429417328,"score_gpt":0.2628272907116848,"score_spread":0.2580058052822674,"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."}}