{"id":"W7096064468","doi":"","title":"2003: Energy performance of daylight-linked automatic lighting control systems in large atrium spaces: report on two field-monitored case studies","year":2007,"lang":"en","type":"article","venue":"","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Illuminance; Daylight; Daylighting; Skylight; Smart lighting; LED lamp; Control system; Energy (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001078597,0.000475541,0.0003917132,0.0006603672,0.0008552216,0.0008560666,0.00100715,0.0005011141,0.0007731296],"category_scores_gemma":[0.002208675,0.0002170737,0.0003836486,0.001018869,0.0009122308,0.0006007631,0.0005218606,0.0003200416,0.000194765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005107683,"about_ca_system_score_gemma":0.001520645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.201146,"about_ca_topic_score_gemma":0.3112118,"domain_scores_codex":[0.9985447,0.0002841481,0.00007073532,0.0002109713,0.0006383561,0.0002510695],"domain_scores_gemma":[0.9969158,0.0009131846,0.0004480665,0.0002839954,0.001294483,0.0001443857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003836113,0.003919716,0.752909,0.0006463595,0.0003507466,0.005776779,0.004971775,0.06776226,0.03788053,0.001648696,0.002243814,0.1180542],"study_design_scores_gemma":[0.0001910335,0.003313783,0.9116896,0.0000485218,0.0001649171,0.001371657,0.007484748,0.03018739,0.04010857,0.0004079404,0.004904568,0.0001273316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987288,0.00004055571,0.0004335159,0.000007798542,0.000001154133,0.0000372147,0.0001169599,0.00001017312,0.0006236848],"genre_scores_gemma":[0.9985577,0.00003919562,0.0006055053,0.000003144254,0.000001074182,0.00001620892,0.0001758212,0.000003213368,0.0005979926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201146,"threshold_uncertainty_score":0.3999504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950334474213764,"score_gpt":0.2412660178674163,"score_spread":0.2217626731252786,"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."}}