{"id":"W4410023463","doi":"10.1016/b978-0-44-313219-3.00084-8","title":"Optimization in energy management","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Energy (signal processing); Mathematics; Statistics","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":[0.00003368673,0.0001901698,0.0001842307,0.0003802776,0.00002763629,0.00003424169,0.0001394643,0.0002177057,0.0001265032],"category_scores_gemma":[0.00000192954,0.0002077285,0.00005431374,0.00001832986,0.00002404605,0.00002481056,0.00004950536,0.0001642184,0.00001917593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009944716,"about_ca_system_score_gemma":0.000009434073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.577854e-8,"about_ca_topic_score_gemma":0.000007600052,"domain_scores_codex":[0.9993921,0.000003548405,0.0002320133,0.0001658767,0.00009169056,0.0001148021],"domain_scores_gemma":[0.9996779,0.000009071051,0.00002955206,0.0002527883,0.0000155467,0.000015141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.982439e-7,0.000001019384,2.699377e-7,0.00005974041,0.00003539753,0.00001571084,0.000007327446,0.03481814,8.962779e-7,0.1289598,0.0009586339,0.8351424],"study_design_scores_gemma":[0.0001113222,0.000004818621,0.000001693788,0.0003932624,0.00001637245,8.208572e-7,0.000002427366,0.01149591,0.00004775723,0.01261307,0.9751053,0.0002072679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.387391e-7,0.0005657343,0.003482511,0.00003241052,0.0002435922,0.0001298512,0.000006285866,0.0005741073,0.994965],"genre_scores_gemma":[0.0003560909,0.001034804,0.003958331,0.00008643994,0.00002837826,0.00005922795,0.00006132445,0.00003318469,0.9943822],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9741467,"threshold_uncertainty_score":0.8470923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005878136016931969,"score_gpt":0.1907539521567861,"score_spread":0.1848758161398541,"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."}}