{"id":"W2113523011","doi":"10.1109/ccece.2011.6030700","title":"Comparison of apartment building heating control systems","year":2011,"lang":"en","type":"article","venue":"","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Boiler (water heating); Radiator (engine cooling); Heating system; PID controller; Control system; Apartment; Temperature control; Controller (irrigation); Automotive engineering; Water heating; Computer science; Engineering; Control engineering; Control theory (sociology); Control (management); Mechanical engineering; Waste management; Electrical engineering","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":[0.0008040848,0.0003376942,0.0004609783,0.0004539776,0.0003282843,0.0006438096,0.0004705693,0.0003567197,0.00369968],"category_scores_gemma":[0.002061899,0.0001545327,0.0003104761,0.0003530264,0.0001823144,0.0003460521,0.0003313588,0.0003273002,0.0003417545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005026174,"about_ca_system_score_gemma":0.0003149504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005459691,"about_ca_topic_score_gemma":0.003399574,"domain_scores_codex":[0.9993805,0.0001343803,0.00004373111,0.0000987935,0.0002570845,0.00008551822],"domain_scores_gemma":[0.9990392,0.0003726161,0.00007447552,0.000125888,0.0003445605,0.0000433754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.003507193,0.0005156993,0.01453408,0.0008004319,0.0002522863,0.0003362358,0.0004352471,0.6012287,0.06382869,0.003354036,0.001322595,0.3098848],"study_design_scores_gemma":[0.0002929045,0.003208314,0.05705765,0.00005208603,0.0001969087,0.0002738726,0.000427856,0.8108247,0.1131885,0.000865828,0.01351785,0.00009352767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237144,0.0004448429,0.06059796,0.00009681974,0.00007746828,0.0001916938,0.0001745455,0.0007527702,0.01394946],"genre_scores_gemma":[0.9945735,0.00006340048,0.003695524,0.000007809611,0.000003980464,0.0000227439,0.0001055575,0.00001416891,0.001513252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005459691,"threshold_uncertainty_score":0.01237673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02538940037502553,"score_gpt":0.2580557195176044,"score_spread":0.2326663191425788,"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."}}