{"id":"W4404057254","doi":"10.1109/emsoft60242.2024.00008","title":"Work-in-Progress: ESOps - An Agile Pipeline for Next-Generation Embedded Systems Development","year":2024,"lang":"en","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Agile software development; Pipeline (software); Computer science; Work (physics); Engineering management; Software engineering; Engineering; Operating system; Mechanical engineering","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":[0.001107233,0.0001491093,0.0001797471,0.0001364842,0.0001036056,0.0006221916,0.0004047885,0.00009184157,0.00001008811],"category_scores_gemma":[0.00002047544,0.0001093577,0.00004683309,0.0005011685,0.0000191288,0.0009838407,0.00007114857,0.00007837259,0.00007981421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001202721,"about_ca_system_score_gemma":0.0001936185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001834156,"about_ca_topic_score_gemma":0.0000309808,"domain_scores_codex":[0.9984452,0.00006096812,0.0004519195,0.0005184542,0.0002356955,0.0002878011],"domain_scores_gemma":[0.9992664,0.00007130005,0.00003762331,0.0004391196,0.0001041808,0.00008131443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003497338,0.0003508576,0.006552578,0.001246423,0.00005192129,0.0000298841,0.009082472,0.004232679,0.0008667514,0.01650866,0.02110335,0.9399394],"study_design_scores_gemma":[0.0002116635,0.00003854782,0.000440887,0.0001714809,0.000003284087,0.000008514009,0.0001126952,0.9780749,0.001782571,0.00007817337,0.01884643,0.0002308406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09922661,0.002456085,0.8928834,0.0003206401,0.003302571,0.0008897329,0.000001461972,0.0007359517,0.0001836192],"genre_scores_gemma":[0.9360458,0.000008365015,0.06226914,0.000052989,0.0003661768,0.0003589518,0.00002830368,0.00001263734,0.0008576965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9738422,"threshold_uncertainty_score":0.5999808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06377617276439493,"score_gpt":0.3000683444890784,"score_spread":0.2362921717246835,"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."}}