{"id":"W2593240595","doi":"10.3130/aije.82.175","title":"A STUDY ON A THERMAL LOAD SIMULATION METHOD FOR SPACES CONDITIONED BY HEATING, COOLING AND FRESH AIR CONTROL SYSTEMS COMBINED WITH NATURAL VENTILATION","year":2017,"lang":"en","type":"article","venue":"Journal of Environmental Engineering (Transactions of AIJ)","topic":"Energy, Environment, Agriculture Analysis","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of Environment and Conservation","funders":"","keywords":"Ventilation (architecture); Natural ventilation; Energy recovery ventilation; Airflow; Environmental science; Heat recovery ventilation; Fresh air; Control theory (sociology); Mechanics; Engineering; Computer science; Mechanical engineering; Control (management); Physics; Heat exchanger","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":[0.0002905541,0.000200992,0.0003857684,0.0001016634,0.0002402329,0.00005816182,0.0001274867,0.00007057063,0.00001688944],"category_scores_gemma":[0.00002590333,0.00015772,0.0001320976,0.0000364869,0.00004380436,0.0003832814,0.00000557119,0.0001915928,4.901207e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001751355,"about_ca_system_score_gemma":0.00000710491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001160864,"about_ca_topic_score_gemma":0.00002523764,"domain_scores_codex":[0.998819,0.00004937084,0.0004320083,0.0001705951,0.000381227,0.0001478014],"domain_scores_gemma":[0.9988523,0.0001970324,0.000645518,0.0002045948,0.00002798299,0.00007255265],"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":[0.000458835,0.0003158156,0.0006766395,0.00001885988,0.0006129988,0.000003594741,0.0002296942,0.9016254,0.09576665,0.00001602911,0.000004516418,0.0002709984],"study_design_scores_gemma":[0.01436408,0.005031149,0.1697654,0.0003303727,0.002117849,0.00005764893,0.002897283,0.7721643,0.03210892,0.000008599157,0.0005027777,0.0006516291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7829171,0.0001831246,0.216394,0.0000409892,0.000119446,0.0002828763,0.00003973998,0.00001129633,0.00001142209],"genre_scores_gemma":[0.9974222,0.00001739535,0.002347582,0.000008955096,0.00006915422,0.00002358495,0.0000107806,0.00002849418,0.00007191727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.214505,"threshold_uncertainty_score":0.6431635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004943992009161193,"score_gpt":0.2230652106397339,"score_spread":0.2181212186305727,"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."}}