{"id":"W6981854544","doi":"","title":"Field-performance of daylight-linked lighting controls and window blinds: a pilot study","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada; Public Works and Government Services Canada","keywords":"Window (computing); Energy consumption; Electric energy consumption; Electric light; Energy (signal processing); Smart lighting; Control system; Control (management)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00006873174,0.00007830656,0.0001267208,0.00005008057,0.0000413909,0.00001210575,0.00006694668,0.00002921858,0.00008397307],"category_scores_gemma":[0.00001421157,0.00007322116,0.00001111182,0.00009655867,0.000008878636,0.00009259981,0.00001535869,0.00008313249,0.000001272453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006493529,"about_ca_system_score_gemma":0.000001555056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000320061,"about_ca_topic_score_gemma":0.000004623045,"domain_scores_codex":[0.9995562,0.000009760878,0.0001547182,0.00008643971,0.00008193245,0.0001109408],"domain_scores_gemma":[0.999759,0.00004384023,0.00002590373,0.0001209702,0.00002334066,0.00002699304],"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":[0.0003374069,0.001243874,0.0946133,0.0003477655,0.0004621301,0.00001786404,0.003684767,0.6843829,0.1481058,0.002051147,0.003112868,0.06164022],"study_design_scores_gemma":[0.001638754,0.001733484,0.003280601,0.00005981723,0.00002798986,0.000004992051,0.0000538758,0.9770494,0.01550569,0.00008737067,0.0003445131,0.0002135305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899845,0.0001195357,0.0008339346,0.00003777372,0.00008910835,0.0001088653,5.544578e-7,0.0001007491,0.008725005],"genre_scores_gemma":[0.9988334,0.00007556224,0.0008652397,0.00003997334,0.00004472898,0.00001504285,7.591852e-7,0.00001193845,0.0001133359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2926665,"threshold_uncertainty_score":0.2985872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531247533373963,"score_gpt":0.1947235384513888,"score_spread":0.1794110631176492,"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."}}