{"id":"W4413458719","doi":"10.1002/cpe.70238","title":"Cloudhive: A Cloud‐Based Framework for Smart Grid Co‐Simulation, Data, and Communication","year":2025,"lang":"en","type":"article","venue":"Concurrency and Computation Practice and Experience","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton; University of New Brunswick","funders":"Atlantic Canada Opportunities Agency; Chinese Academy of Sciences","keywords":"Computer science; Cloud computing; Smart grid; Distributed computing; Grid; Operating system; Electrical engineering; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002193444,0.0001102022,0.0001216041,0.00005126649,0.0003323724,0.0001322689,0.0001388737,0.00007538655,0.000003305801],"category_scores_gemma":[0.0005081443,0.0001146167,0.00001015631,0.0001473067,0.0001731677,0.0006517936,0.00006198227,0.0001503737,0.000001037063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008212889,"about_ca_system_score_gemma":0.00003110336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009408996,"about_ca_topic_score_gemma":0.00000260609,"domain_scores_codex":[0.9992944,0.00005856737,0.0002045211,0.000242897,0.00007937062,0.0001202154],"domain_scores_gemma":[0.9977248,0.00184924,0.00005973592,0.0002245324,0.00008878399,0.00005295083],"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":[0.0008022311,0.0004918912,0.016059,0.002507491,0.0002760152,0.00001001451,0.08914109,0.1287988,0.0005061707,0.2156212,0.01522971,0.5305564],"study_design_scores_gemma":[0.0004666151,0.00004032712,0.001360685,0.0001367118,0.00003428799,0.000004949935,0.002730818,0.9176627,0.0001307078,0.004207707,0.07305469,0.0001698008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1286082,0.009052092,0.8600057,0.0007585391,0.0006805613,0.0003284415,0.0000398521,0.0001017805,0.00042477],"genre_scores_gemma":[0.9873577,0.001264001,0.01074473,0.0004328765,0.00005731613,0.00004277708,0.00008886241,0.000005663527,0.000006070374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8587495,"threshold_uncertainty_score":0.4673935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03150845662676002,"score_gpt":0.3795792603001423,"score_spread":0.3480708036733823,"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."}}