{"id":"W2002282456","doi":"10.1016/j.solener.2003.12.007","title":"Impact of window blinds on daylight-linked dimming and automatic on/off lighting controls","year":2004,"lang":"en","type":"article","venue":"Solar Energy","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada; Public Works and Government Services Canada; Government of Canada","keywords":"Daylight; Computer science; Electric light; Daylighting; Window (computing); Energy consumption; Smart lighting; Dimmer; Energy (signal processing); Artificial intelligence; Computer vision; Optics; Engineering; Electrical engineering; Architectural engineering; Mathematics; Operating system","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":[0.0000837057,0.0001703138,0.0002209771,0.0001392096,0.00007115614,0.00002554533,0.00008840643,0.0001164467,0.00001128784],"category_scores_gemma":[0.00002537351,0.0001471806,0.0000825805,0.0001548108,0.00001955023,0.0001024538,0.00001510665,0.0001137326,0.000001053502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000763541,"about_ca_system_score_gemma":0.0000220072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000663879,"about_ca_topic_score_gemma":0.00001644698,"domain_scores_codex":[0.9992807,0.00001748398,0.0002181348,0.000145179,0.0001298317,0.0002086891],"domain_scores_gemma":[0.9996054,0.00006141411,0.00005675568,0.0001917688,0.00002095111,0.00006372288],"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":[0.00001504283,0.00003532183,0.0001293999,0.00001360551,0.00008693779,0.000003935203,0.0001005434,0.9750323,0.005815101,0.00777033,0.00001116426,0.01098629],"study_design_scores_gemma":[0.003028151,0.0007164026,0.004869573,0.0004624671,0.00006049086,0.00001705547,0.00002548754,0.9396711,0.04816157,0.001856824,0.0005752262,0.0005556779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851227,0.0002903684,0.01242289,0.00002320452,0.0001514898,0.00004364771,0.000003487541,0.000231704,0.001710526],"genre_scores_gemma":[0.9987124,0.0000795432,0.0009929002,0.00004410574,0.0000776524,0.000009666715,0.00001404037,0.00003629551,0.00003343516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04234647,"threshold_uncertainty_score":0.6001849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005445085451570806,"score_gpt":0.2103225266063338,"score_spread":0.204877441154763,"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."}}