{"id":"W2127626122","doi":"10.1080/10789669.2011.568319","title":"Predictive control of radiant floor heating and solar-source heat pump operation in a solar house","year":2011,"lang":"en","type":"article","venue":"HVAC&R Research","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photovoltaic system; Passive solar building design; Solar energy; Thermal energy storage; Thermal comfort; Solar air conditioning; Heat pump; Model predictive control; Engineering; Thermal; Automotive engineering; Environmental science; Mechanical engineering; Control (management); Computer science; Meteorology; Electrical engineering; Heat exchanger","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006560606,0.00008151426,0.0001390854,0.0002105565,0.00008142428,0.00002668744,0.000082173,0.00008886187,0.0000342577],"category_scores_gemma":[0.00006600829,0.00008109585,0.00001819416,0.0002224046,0.00005250807,0.0001915168,0.00003333727,0.0002749673,0.000002141873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005357762,"about_ca_system_score_gemma":0.00002914658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006512975,"about_ca_topic_score_gemma":0.0001011942,"domain_scores_codex":[0.999103,0.0001072868,0.0001819777,0.0001469864,0.0001973127,0.0002634047],"domain_scores_gemma":[0.999652,0.00005893339,0.000009507606,0.0001474981,0.00006591439,0.00006613478],"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":[0.0001388891,0.00006192578,0.008852636,0.00008787462,0.00003962844,0.00001030904,0.003605584,0.9759982,0.00773791,0.0002776749,0.00005305906,0.003136324],"study_design_scores_gemma":[0.0006772284,0.0001203669,0.00336273,0.00006569223,0.000004138648,0.000005127634,0.0001747624,0.9790769,0.01628168,0.00009198176,0.00005981349,0.00007954697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.891242,0.0005466139,0.1068625,0.00003101739,0.00005148788,0.0003363446,0.000005991711,0.0001305564,0.000793517],"genre_scores_gemma":[0.9989119,0.0001480663,0.0007540667,0.00000931722,0.00003579678,0.00005808733,0.000003812214,0.00003343502,0.00004547433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.10767,"threshold_uncertainty_score":0.3306993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332276434745255,"score_gpt":0.2552943803829493,"score_spread":0.2219716160354968,"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."}}