{"id":"W4390824862","doi":"10.23977/jeis.2023.080615","title":"Research on the requirement decomposition and test verification for vehicle data security","year":2023,"lang":"en","type":"article","venue":"Journal of Electronics and Information Science","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Process (computing); Automotive industry; Test data; Decomposition; Data mining; Software engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008017391,0.00003438164,0.00004520659,0.000266627,0.0004732535,0.0004416602,0.00070303,0.00001521072,2.064548e-7],"category_scores_gemma":[0.00164369,0.00002282252,0.000007577618,0.0008506163,0.0001035228,0.003452238,0.0001896376,0.0001342494,0.000001691157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005182935,"about_ca_system_score_gemma":0.0002025617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001983116,"about_ca_topic_score_gemma":3.034413e-7,"domain_scores_codex":[0.9990748,0.0000242374,0.0002001383,0.00008689416,0.0004473478,0.0001666282],"domain_scores_gemma":[0.9981779,0.0008997589,0.0001530971,0.0002839362,0.0004441576,0.00004113387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000381487,0.00006642543,0.001002505,0.00004703582,0.00000688534,6.769681e-7,0.003207104,0.00009810729,0.006201527,0.7470893,0.03916398,0.2030783],"study_design_scores_gemma":[0.0002273897,0.001078986,0.01004356,0.00006964176,0.000002856294,0.0000370375,0.00009257325,0.8211399,0.005147223,0.1487578,0.01331798,0.000085058],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7523563,0.0002688373,0.2127535,0.03283109,0.0002259749,0.0005475224,0.00001128672,0.0004837304,0.0005218062],"genre_scores_gemma":[0.995582,0.00031193,0.003859385,0.0002199759,0.00001836901,0.000003962139,0.000001921239,9.861075e-7,0.000001435743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8210418,"threshold_uncertainty_score":0.4258939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1193074151837897,"score_gpt":0.4175755901432194,"score_spread":0.2982681749594298,"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."}}