{"id":"W7009235977","doi":"","title":"Dimmable lighting: energy savings and occupant satisfaction","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy consumption; Energy (signal processing); Consumption (sociology); Field (mathematics); Control (management)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000844193,0.000142704,0.0002292729,0.0002941248,0.0003241394,0.0008712246,0.0002440664,0.0005549841,0.009613883],"category_scores_gemma":[0.002640816,0.00009838401,0.0004409706,0.0003886083,0.0002227587,0.0004041599,0.0003854407,0.0004356333,0.0007438443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004023559,"about_ca_system_score_gemma":0.0001945008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005116151,"about_ca_topic_score_gemma":0.007716646,"domain_scores_codex":[0.9994829,0.0001867178,0.00003671432,0.00004496647,0.0001675785,0.00008117325],"domain_scores_gemma":[0.9985092,0.000430141,0.0004633207,0.00003807722,0.0002247095,0.0003345191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001344215,0.0009261832,0.8926402,0.0002405861,0.0002151335,0.0001581382,0.0009219084,0.000449333,0.002470284,0.0005285019,0.003613993,0.09649139],"study_design_scores_gemma":[0.00002330468,0.0008055656,0.9930893,0.00003448448,0.00007960958,0.0002543562,0.001383594,0.000837155,0.0008328985,0.0003306069,0.002311604,0.00001757422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884788,0.001376003,0.000405151,0.0005669303,0.00003447427,0.00001415628,0.0004066403,0.00001628848,0.008701509],"genre_scores_gemma":[0.9975793,0.0003053739,0.0001706954,0.0001457948,0.00001604641,0.000005831323,0.0001623666,0.000004422423,0.00161017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009613883,"threshold_uncertainty_score":0.03216159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104684436409503,"score_gpt":0.2173637348060311,"score_spread":0.2068952911650808,"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."}}