{"id":"W4416925146","doi":"10.1109/dasc66011.2025.11257340","title":"Towards Trustworthy AI Solutions in Future Aircraft: The Case of Arc Fault Detection","year":2025,"lang":"","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Adversarial system; Robustness (evolution); Redundancy (engineering); Fault detection and isolation; Trustworthiness; Arc-fault circuit interrupter; Certification; Software deployment","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":[0.002099181,0.0007355308,0.0006134018,0.0004194163,0.0004655433,0.001407523,0.0009163407,0.002163031,0.00141486],"category_scores_gemma":[0.006372163,0.0002435333,0.0003902612,0.0002294336,0.001492738,0.001630648,0.00159354,0.002077863,0.0006081976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005600397,"about_ca_system_score_gemma":0.0008451049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002419089,"about_ca_topic_score_gemma":0.001944047,"domain_scores_codex":[0.9991505,0.0002849103,0.00004102844,0.000179921,0.0002390972,0.0001046096],"domain_scores_gemma":[0.9965941,0.001926234,0.0002921018,0.0005773063,0.0004488658,0.0001613105],"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":[0.0004078821,0.0001133645,0.002019123,0.0002623155,0.00009587076,0.0005846472,0.000488564,0.8201905,0.01604009,0.0392098,0.002942421,0.1176455],"study_design_scores_gemma":[0.000009360447,0.0000873355,0.0002643198,0.00002506706,0.000009614259,0.0001148997,0.00007513298,0.9759804,0.004157478,0.01772479,0.00154267,0.000008881499],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09064286,0.002135572,0.8969315,0.002843776,0.0001907658,0.00005786348,0.00006119714,0.0009148982,0.006221634],"genre_scores_gemma":[0.8814962,0.0006643555,0.1147236,0.0002277647,0.00006964846,0.00002575337,0.00007155025,0.00007597536,0.002645182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002419089,"threshold_uncertainty_score":0.01110166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007936967047438263,"score_gpt":0.2505170845690597,"score_spread":0.2425801175216215,"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."}}