{"id":"W7070862220","doi":"","title":"The role of dimmable lighting in demand-responsive buildings","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada; National Research Council Canada; Public Works and Government Services Canada; Electric Power Research Institute","keywords":"Field (mathematics); Smart lighting; Dimmer; LED lamp","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[0.0001957339,0.00004140078,0.00006097671,0.00005333065,0.00008561688,0.00003764704,0.0006371027,0.000028051,0.00000139683],"category_scores_gemma":[0.0000619423,0.00002847238,0.00001854741,0.0003452348,0.00002993223,0.00009828239,0.0001052997,0.00006556253,0.00000520578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001150385,"about_ca_system_score_gemma":0.00001716229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006948373,"about_ca_topic_score_gemma":0.000003923514,"domain_scores_codex":[0.9995421,0.00001213765,0.0001144669,0.0001193255,0.00008033231,0.000131708],"domain_scores_gemma":[0.999456,0.0001065777,0.00004833169,0.0003450302,0.00003353895,0.00001050293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001892961,0.00001187594,0.0003143861,3.838892e-7,0.000001031856,5.438336e-7,0.0001243189,0.00001162724,0.1013894,0.6483286,0.00008096763,0.249735],"study_design_scores_gemma":[0.00008956125,0.00004684104,0.005020585,0.00001212904,9.40817e-7,0.000002800025,0.0001145129,0.01271108,0.2379989,0.7239175,0.02002196,0.00006318201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8782931,0.0009887057,0.07341038,0.01183282,0.00003421639,0.0002275616,5.608723e-7,0.0002444403,0.03496825],"genre_scores_gemma":[0.9665735,0.00004966679,0.03326245,0.00004886619,0.000004561447,0.00001075143,5.346548e-8,0.000001256841,0.00004891555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2496718,"threshold_uncertainty_score":0.1183906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005539859944370137,"score_gpt":0.2206770239609093,"score_spread":0.2151371640165392,"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."}}