{"id":"W7128815019","doi":"10.1109/spec64875.2025.11377686","title":"Design and Evaluation of Transient Suppression Circuits for Solid-State Circuit Breakers in Dc Ev Charging Systems","year":2025,"lang":"","type":"article","venue":"","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Snubber; Circuit breaker; Transient recovery voltage; Waveform; Transient (computer programming); Electronic circuit; Clamping; Overvoltage; Voltage","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":[0.004711012,0.0003330474,0.0006329493,0.0005899339,0.0001239835,0.0001016887,0.0001142124,0.0002815657,0.00002165651],"category_scores_gemma":[0.00009249831,0.0003455049,0.00009608703,0.0005253822,0.00003312436,0.0003029162,0.00001250077,0.0001942833,0.000001997004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004530207,"about_ca_system_score_gemma":0.0001903889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004966678,"about_ca_topic_score_gemma":0.00003700358,"domain_scores_codex":[0.9968573,0.0004497068,0.001202914,0.0005150692,0.0004957502,0.0004792792],"domain_scores_gemma":[0.9988375,0.0002429709,0.0001736601,0.000287649,0.0003694304,0.00008884331],"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":[0.00005371419,0.0000607062,0.0001112744,0.004055117,0.0001477063,9.059031e-7,0.004091784,0.6566321,0.2642847,0.0003395924,0.00008876718,0.07013359],"study_design_scores_gemma":[0.003353303,0.0001153849,0.001478895,0.003347083,0.0001802982,0.000007506491,0.0009974845,0.9424818,0.04726324,0.0002661645,0.0002090089,0.0002998185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1625958,0.004100112,0.8237206,0.00003879353,0.001773594,0.00656886,0.00002126646,0.00006715461,0.001113797],"genre_scores_gemma":[0.9984449,0.0001909254,0.0001318253,0.000005809716,0.00004941228,0.0008437595,0.000008273433,0.00004182478,0.0002833284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.835849,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04293006395749504,"score_gpt":0.293485353508379,"score_spread":0.250555289550884,"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."}}