{"id":"W2122994438","doi":"","title":"Testing and rating non-ducted air conditioners in Malaysia: The applicability of ISO standard 5151","year":2002,"lang":"en","type":"article","venue":"International Journal of Power and Energy Systems","topic":"Energy Efficiency and Management","field":"Energy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conditioners; Air conditioning; Harmonization; Energy consumption; Electricity; Test (biology); Work (physics); Efficient energy use; Environmental economics; Consumption (sociology); Engineering; Operations management; Environmental engineering; Mechanical engineering; Economics; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005223438,0.0001039037,0.0002161939,0.0001489439,0.00004982323,0.00004136312,0.0001960411,0.00004469296,0.00002837006],"category_scores_gemma":[0.0001327277,0.00007326356,0.00004075283,0.000153905,0.0001045239,0.0001467666,0.00005773684,0.0001094712,3.858417e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005632879,"about_ca_system_score_gemma":0.00001556616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009356123,"about_ca_topic_score_gemma":0.00005058848,"domain_scores_codex":[0.9987215,0.00008405304,0.0005806843,0.000125505,0.0003684149,0.0001197801],"domain_scores_gemma":[0.9989448,0.0002295633,0.0003570929,0.00009400763,0.0003293147,0.00004527123],"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":[0.0002015882,0.0003131818,0.01903965,0.0001008625,0.0005478887,0.0001462032,0.003110047,0.8632891,0.008390798,0.08426964,0.001534854,0.01905618],"study_design_scores_gemma":[0.014449,0.002339426,0.1091972,0.003295508,0.0002803721,0.002631149,0.02461306,0.669367,0.005386245,0.007018276,0.1596802,0.001742597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730964,0.0009688467,0.00397796,0.0006026314,0.0009313305,0.00005437822,0.000009720548,0.00001096745,0.02034779],"genre_scores_gemma":[0.9993404,0.00006468823,0.0001786308,0.00008758283,0.0001328782,0.000004532683,0.000001393571,0.000008007765,0.0001819566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1939221,"threshold_uncertainty_score":0.2987601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001215866817261,"score_gpt":0.228906260514892,"score_spread":0.2188941018467194,"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."}}