{"id":"W7147717048","doi":"10.5281/zenodo.19346905","title":"Efficacy of Assurance Frameworks in Self-Adaptive Systems: A Decomposition Perspective","year":2022,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Perspective (graphical); Software; Work (physics); Software system; Decomposition; Key (lock); Legacy 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001326351,0.0003544682,0.0005197779,0.0008225537,0.001291622,0.000342348,0.001365282,0.0002129349,0.00292707],"category_scores_gemma":[0.0004474149,0.0004985053,0.0001334575,0.001923338,0.0001006538,0.0003069493,0.001281763,0.001748938,0.0007763211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003517349,"about_ca_system_score_gemma":0.00001889651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283701,"about_ca_topic_score_gemma":2.935398e-7,"domain_scores_codex":[0.9960746,0.001036245,0.0008516188,0.0006760122,0.0007216816,0.0006398493],"domain_scores_gemma":[0.9979903,0.0002022022,0.0002801676,0.0007312084,0.0006217396,0.000174414],"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":[0.0003303636,0.0006888173,0.000006689406,0.000692546,0.0004612458,0.00006381606,0.01792068,0.9334066,0.00210132,0.03247062,0.007133348,0.004723948],"study_design_scores_gemma":[0.004125649,0.001320343,0.004736484,0.001027599,0.0001164269,0.0005740966,0.01366119,0.5004201,0.0003296978,0.0001747164,0.4722969,0.001216855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1782544,0.01861407,0.3633968,0.001637965,0.007746645,0.01545086,0.004214154,0.01155529,0.3991299],"genre_scores_gemma":[0.9961661,0.0001221589,0.0009905834,0.00001231854,0.0001734982,8.111091e-7,0.0002521728,0.002207522,0.00007486176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8179117,"threshold_uncertainty_score":0.9997467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433871400869388,"score_gpt":0.2328478997731911,"score_spread":0.2185091857644972,"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."}}