{"id":"W4416343024","doi":"10.1109/epec65543.2025.11230379","title":"Implementing AI in Smart Buildings: A Modular, Proof-of-Concept Approach","year":2025,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Modular design; Scalability; Cloud computing; Automation; Reliability (semiconductor); Limiting; Building automation; Applications of artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001078477,0.0006357057,0.0003011847,0.0003511874,0.0003195334,0.001156054,0.00180555,0.0007175198,0.003314459],"category_scores_gemma":[0.001928177,0.0002390335,0.0004045256,0.0002085979,0.0008573581,0.001742698,0.001630736,0.001284092,0.001092204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005167927,"about_ca_system_score_gemma":0.0009453754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521709,"about_ca_topic_score_gemma":0.001614141,"domain_scores_codex":[0.9992633,0.0001686603,0.00002598518,0.00011196,0.0003224572,0.0001076204],"domain_scores_gemma":[0.9991534,0.0002152947,0.00005619481,0.0002630937,0.0001999219,0.0001121413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004732289,0.0009178123,0.00549568,0.0009356458,0.0002087049,0.0007798949,0.0007452352,0.2624241,0.2060187,0.1035616,0.01574455,0.4026949],"study_design_scores_gemma":[0.0001951935,0.001237094,0.002638641,0.0001270839,0.00007909565,0.0006152602,0.0002920286,0.7651461,0.1138227,0.02976234,0.08598495,0.00009945939],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0456163,0.0002303511,0.9326923,0.0006017393,0.0001666847,0.0005453529,0.0002527807,0.007617365,0.01227705],"genre_scores_gemma":[0.4188767,0.0002529485,0.576225,0.0002562144,0.00004724206,0.0003711182,0.0004002043,0.0003155514,0.003254956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003314459,"threshold_uncertainty_score":0.01108801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336413413047238,"score_gpt":0.2443648671305034,"score_spread":0.231000733000031,"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."}}