{"id":"W2122834657","doi":"10.1016/s0378-7788(02)00142-1","title":"Energy performance of daylight-linked automatic lighting control systems in large atrium spaces: report on two field-monitored case studies","year":2003,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Resources Canada","keywords":"Daylight; Daylighting; Illuminance; Skylight; Smart lighting; Energy consumption; Control system; Automotive engineering; Electric light; Environmental science; Engineering; Architectural engineering; Electrical engineering; Mechanical engineering; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003458654,0.0002134598,0.0003790497,0.0001909028,0.0001149708,0.00002989474,0.00007073018,0.0001289886,0.000004066887],"category_scores_gemma":[0.00006340495,0.0001921918,0.00004676331,0.0002602856,0.00002338324,0.0001582556,0.0000180387,0.0001061296,1.278532e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004919893,"about_ca_system_score_gemma":0.00001503383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486971,"about_ca_topic_score_gemma":0.00004411902,"domain_scores_codex":[0.9988284,0.00005351388,0.000465521,0.0002287813,0.0001416987,0.0002821225],"domain_scores_gemma":[0.9993733,0.000173087,0.0001369723,0.0002075854,0.00005555052,0.00005345861],"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":[0.00002927685,0.00005304882,0.005255667,0.0002399178,0.0001672076,0.0007403785,0.0002805076,0.9549516,0.001180684,0.0355192,0.0002019345,0.001380523],"study_design_scores_gemma":[0.002025713,0.0002183309,0.00007044433,0.0006351295,0.00006801004,0.001513449,0.0003463223,0.952467,0.0342739,0.0001356815,0.007727248,0.0005188316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895105,0.002825976,0.006067228,0.00002069935,0.0006441798,0.00005217124,0.000001737872,0.0001445485,0.0007329827],"genre_scores_gemma":[0.998534,0.0005190517,0.0005775256,0.00004428099,0.00008679129,0.00003960652,0.000004347932,0.00002733359,0.0001670715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03538352,"threshold_uncertainty_score":0.7837354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007041629397675087,"score_gpt":0.2238154463272442,"score_spread":0.2167738169295691,"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."}}