{"id":"W4408117798","doi":"10.3390/a18030132","title":"Adaptive Machine Learning for Automatic Load Optimization in Connected Smart Green Townhouses","year":2025,"lang":"en","type":"article","venue":"Algorithms","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics; University of Victoria","funders":"","keywords":"Computer science; Artificial intelligence; Machine learning; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003698774,0.0005678842,0.0005331572,0.0003278271,0.0003080269,0.0004576803,0.0007009857,0.0005411519,0.001612711],"category_scores_gemma":[0.0008088524,0.000296727,0.0003956765,0.0003773594,0.0004151404,0.0005575037,0.0005573292,0.000622796,0.0002388656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861512,"about_ca_system_score_gemma":0.0005737394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01031108,"about_ca_topic_score_gemma":0.01101903,"domain_scores_codex":[0.9997997,0.00004809458,0.00000878288,0.00006007467,0.00005050633,0.00003277724],"domain_scores_gemma":[0.9998145,0.000101947,0.00002420448,0.00001430016,0.00003580976,0.000009373535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003312327,0.00003193168,0.0004901418,0.0000163549,0.00001752033,0.00002282233,0.00001830348,0.9597168,0.001672182,0.001194259,0.0002973706,0.03648929],"study_design_scores_gemma":[0.000001103164,0.000003717525,0.00005696913,4.82527e-7,6.896894e-7,0.000001079255,0.000001168527,0.9993981,0.0001682403,0.0003155149,0.00005213815,7.332441e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04787251,0.0001318206,0.9484468,0.0001024311,0.00001990442,0.00003461476,0.00004446916,0.0009486054,0.002398823],"genre_scores_gemma":[0.9253791,0.00005397523,0.07238634,0.00005940317,0.00002290928,0.00006916162,0.00009256561,0.00006505324,0.001871449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01031108,"threshold_uncertainty_score":0.02050215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00916757352071776,"score_gpt":0.2147486333264129,"score_spread":0.2055810598056951,"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."}}