{"id":"W4411603182","doi":"10.1088/1755-1315/1511/1/012017","title":"A General Operation Model for the Smart Office Testbed Under Consideration of Microgrid Concept","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Testbed; Microgrid; Computer science; Operations research; Computer security; Engineering; Computer network; Artificial intelligence; Control (management)","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":[0.00009921764,0.00008822281,0.00008921186,0.00003139557,0.0002326843,0.00009225629,0.00009366345,0.00003028884,0.00002657817],"category_scores_gemma":[0.00001054866,0.00006956596,0.00001820778,0.00007278584,0.000502173,0.00031043,0.00003017121,0.00004554439,9.099176e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001611902,"about_ca_system_score_gemma":0.0000590704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001679588,"about_ca_topic_score_gemma":0.00006690159,"domain_scores_codex":[0.999469,0.000007093518,0.0001419425,0.0001478561,0.00008747944,0.000146606],"domain_scores_gemma":[0.9997922,0.00003059364,0.00002326963,0.0001040058,0.00001765705,0.00003224878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002035981,0.000008589956,0.00006733577,0.000009239132,0.00000845997,5.738826e-8,0.0002797928,0.4636254,0.5189016,0.002815668,0.00004386353,0.01421965],"study_design_scores_gemma":[0.0002564685,0.00002690621,0.002994105,0.000006970656,0.00001185348,0.000001783787,0.0002445289,0.8537258,0.1421804,0.0001122181,0.0003675747,0.00007132921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8025154,0.001485526,0.1943653,0.000488498,0.0001968909,0.000528125,0.00007072577,0.00004098493,0.0003085345],"genre_scores_gemma":[0.9956774,0.000602189,0.00327539,0.0001471829,0.00001220783,0.00002288432,0.00001970717,0.000003690642,0.0002393164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3901004,"threshold_uncertainty_score":0.2836818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009177302773281373,"score_gpt":0.1915497353154847,"score_spread":0.1823724325422034,"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."}}