{"id":"W4416800651","doi":"10.1109/ppps56198.2025.11248324","title":"Efficient Modeling of Inductively Coupled Pulsed Power Circuits Using FastHenry and LTSPICE","year":2025,"lang":"","type":"article","venue":"","topic":"Electromagnetic Launch and Propulsion Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Fusion (Canada)","funders":"","keywords":"Electronic circuit; Transient (computer programming); Power (physics); Pulsed power; Network analysis; Spice; Integrated circuit","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":[0.0003061018,0.0003771005,0.0006035482,0.0005639025,0.0001447364,0.00003565643,0.000256949,0.0004846703,0.0002771274],"category_scores_gemma":[0.0001206053,0.000377697,0.00009127614,0.0009045046,0.0001692541,0.00005021284,0.0001734636,0.0005308411,0.000003977218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128231,"about_ca_system_score_gemma":0.0001691726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001782672,"about_ca_topic_score_gemma":0.000006474678,"domain_scores_codex":[0.9978201,0.00005003905,0.0007508219,0.0005146551,0.0002272605,0.0006370562],"domain_scores_gemma":[0.9990557,0.00008663718,0.00009647814,0.0004330618,0.00022317,0.0001049504],"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":[0.000050399,0.0001717137,0.0001418091,0.0004505597,0.0002551065,0.000007742221,0.0005428428,0.3355447,0.6332561,0.00843743,0.00001322875,0.02112841],"study_design_scores_gemma":[0.001086851,0.0002801399,0.000118877,0.0002401711,0.000110844,0.00001716807,0.000396621,0.9677531,0.02748702,0.00217111,0.00001546923,0.000322623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8196347,0.005749022,0.1673761,0.0001409694,0.0003497818,0.0004153965,0.000005132432,0.0001403714,0.006188441],"genre_scores_gemma":[0.9970946,0.0001486342,0.002366177,0.00005749395,0.00001599229,0.000008376664,0.000001262932,0.00003717643,0.0002702956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6322085,"threshold_uncertainty_score":0.9998675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022509936232337,"score_gpt":0.2241092256774828,"score_spread":0.2138841263151595,"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."}}