{"id":"W4408359348","doi":"10.1109/pedstc65486.2025.10912043","title":"Open-Circuit Fault Diagnosis of Modular DC-DC Converter Based on Multi-Layer Perception","year":2025,"lang":"en","type":"article","venue":"","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Modular design; Fault (geology); Computer science; Layer (electronics); Perception; Electrical engineering; Electronic engineering; Engineering; Materials science; Neuroscience; Psychology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001694001,0.0002990812,0.0003437223,0.0002156753,0.000161069,0.0004236702,0.0004728833,0.000354916,0.0006934993],"category_scores_gemma":[0.0005459727,0.0001235891,0.0002813943,0.0001643198,0.0002508718,0.0005657058,0.000347474,0.0003590391,0.00009042497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003884938,"about_ca_system_score_gemma":0.0002601793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002655326,"about_ca_topic_score_gemma":0.002068196,"domain_scores_codex":[0.999895,0.00001712077,0.000004146485,0.00003183166,0.00003837705,0.0000134935],"domain_scores_gemma":[0.9998335,0.00007475954,0.0000261177,0.00001745216,0.00003838117,0.000009774105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003297759,0.0001491596,0.00551945,0.0001685158,0.00008022086,0.0003473451,0.0001930497,0.7549204,0.05078368,0.003573809,0.0005988036,0.1833358],"study_design_scores_gemma":[0.000001597081,0.00004082326,0.0008523519,0.000003535785,0.000005808924,0.00002703273,0.000007859504,0.9959846,0.002495896,0.000490035,0.00008671163,0.000003803809],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2925881,0.0003574575,0.7026342,0.0001580208,0.00005436198,0.00005265643,0.00005310207,0.0006872492,0.003414857],"genre_scores_gemma":[0.9909645,0.00004849808,0.008642488,0.00001164213,0.000004130038,0.00000781064,0.00001007439,0.000004160676,0.0003066343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002655326,"threshold_uncertainty_score":0.00527972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866619130579917,"score_gpt":0.2580544410484562,"score_spread":0.229388249742657,"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."}}