{"id":"W4410089993","doi":"10.1145/3733715","title":"Stress Testing Control Loops in Cyber-Physical Systems—RCR Report","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Software Engineering and Methodology","topic":"Embedded Systems Design Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Knut och Alice Wallenbergs Stiftelse","keywords":"Computer science; Cyber-physical system; Stress testing (software); Reliability engineering; Programming language; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.001203814,0.0001985627,0.0004543639,0.0004338039,0.00007304074,0.0000534163,0.0004542239,0.0001626767,4.587091e-7],"category_scores_gemma":[0.002266101,0.0002004895,0.00005731804,0.0006083697,0.00003068817,0.0001509148,0.00001987274,0.0004116443,0.000001416773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007157063,"about_ca_system_score_gemma":0.00006370175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001911453,"about_ca_topic_score_gemma":0.000007002252,"domain_scores_codex":[0.9983109,0.0004049785,0.0003824199,0.0004802321,0.0001198457,0.0003016822],"domain_scores_gemma":[0.9934316,0.005575347,0.00006904132,0.0007752907,0.00008192273,0.00006676686],"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":[0.00008198126,0.0006116714,0.01249095,0.001642721,0.0005833798,0.001554721,0.002822595,0.5630506,0.02374241,0.04627263,0.0001818242,0.3469645],"study_design_scores_gemma":[0.00520171,0.001317056,0.02816299,0.004250713,0.0003393568,0.004140327,0.0004952747,0.8679957,0.0666209,0.01473857,0.003779411,0.002957943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01100098,0.0002325603,0.9867483,0.0001053553,0.0006782577,0.0002784147,0.000005363597,0.0009122792,0.00003853041],"genre_scores_gemma":[0.4563681,0.000005323623,0.5433124,0.00003513483,0.00002622032,0.000133921,5.845089e-7,0.00001134187,0.0001069361],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4453672,"threshold_uncertainty_score":0.8175724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06220045181420397,"score_gpt":0.3230771558298215,"score_spread":0.2608767040156175,"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."}}