{"id":"W4412464845","doi":"10.1002/mp.18012","title":"High‐frequency irreversible electroporation for gliomas: A feasibility study using patient‐specific finite element models","year":2025,"lang":"en","type":"article","venue":"Medical Physics","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Natural Science Foundation of China; Beijing Xisike Clinical Oncology Research Foundation","keywords":"Ablation; Irreversible electroporation; Conformal map; Glioma; Electroporation; Finite element method; Pulse (music); Electric field; Biomedical engineering; Materials science; Medicine; Voltage; Physics; Cardiology; Cancer research; Mathematics; Chemistry","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":[0.0003993037,0.00013623,0.0001697474,0.0000352567,0.0001207606,0.00002058603,0.000155202,0.0001141867,0.00002664864],"category_scores_gemma":[0.0002036428,0.0001343601,0.00007931718,0.0002586074,0.0000508752,0.00001118464,0.00008316434,0.0001064166,0.000001067583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010827,"about_ca_system_score_gemma":0.0002436835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003757558,"about_ca_topic_score_gemma":0.00001440138,"domain_scores_codex":[0.9987369,0.000148718,0.0002978219,0.0003844817,0.0002262591,0.0002057983],"domain_scores_gemma":[0.9992601,0.00003999184,0.00009991697,0.0003327846,0.0002045222,0.00006270754],"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":[0.00028276,0.001721971,0.001151008,0.00006777856,0.0001477446,0.000002270257,0.0001843447,0.001437839,0.9734612,0.003225456,0.004120654,0.01419699],"study_design_scores_gemma":[0.002097469,0.0008424273,0.0001121537,0.00002815408,0.00005965399,7.091797e-7,0.0002464101,0.004294863,0.9545381,0.03589338,0.001594077,0.000292578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4475081,0.00005940454,0.5515734,0.00007381867,0.0001334731,0.0005506507,0.00001308638,0.000009049696,0.00007905883],"genre_scores_gemma":[0.9876539,0.00001464383,0.01149802,0.0002969388,0.0002028506,0.00004982029,0.0002177922,0.00001348324,0.00005260672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5401458,"threshold_uncertainty_score":0.5479046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04697289032655621,"score_gpt":0.3434352646197624,"score_spread":0.2964623742932062,"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."}}