{"id":"W4411402354","doi":"10.1109/serp4iot66600.2025.00011","title":"Advances in Requirements Engineering for IoT and CPS: A Survey on Model-Driven Research and Practices","year":2025,"lang":"en","type":"article","venue":"","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Internet of Things; Computer science; Systems engineering; Software engineering; Engineering; Embedded 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":[0.001272228,0.0001162786,0.0001499736,0.000386543,0.00005877707,0.0001240254,0.0003644103,0.00006060322,3.033173e-7],"category_scores_gemma":[0.0002137824,0.0001107225,0.00001062059,0.000398454,0.00002823405,0.0005123522,0.0003007511,0.0001756271,3.248612e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005978702,"about_ca_system_score_gemma":0.00004970635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008941931,"about_ca_topic_score_gemma":0.0001562784,"domain_scores_codex":[0.9988684,0.00004895113,0.0001744275,0.0004331437,0.0001985733,0.0002764881],"domain_scores_gemma":[0.9987895,0.0006823723,0.00004430462,0.0003154992,0.0001195706,0.00004867633],"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":[0.00007192337,0.0001378721,0.01422944,0.0003102532,0.00002004543,0.000005196018,0.0004170475,0.06920139,0.0009751872,0.8158138,0.0007470147,0.09807087],"study_design_scores_gemma":[0.000239544,0.0001340771,0.003883553,0.0001528462,9.457741e-7,5.486019e-7,0.000001962723,0.9865075,0.0007960576,0.00465137,0.003516785,0.0001147931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01766161,0.0002888447,0.9808421,0.0003119932,0.00004777785,0.0004085103,0.000003765175,0.0002237637,0.0002116322],"genre_scores_gemma":[0.3166083,0.0003054785,0.682763,0.0000358137,0.000007172373,0.0001250189,0.000001679027,0.000008634555,0.0001448575],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9173061,"threshold_uncertainty_score":0.4515133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269733725062369,"score_gpt":0.4311965511178067,"score_spread":0.3042231786115698,"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."}}