{"id":"W7028136027","doi":"","title":"The Effect of power constraints on occupant lighting choices and satisfaction: a pilot study","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Illuminance; Constraint (computer-aided design); Control (management); Power (physics); Load Shedding; Dimmer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001422771,0.00006977116,0.00008430783,0.0000220277,0.00006531179,0.00003063503,0.00004884356,0.0000072162,0.00005783811],"category_scores_gemma":[0.00003652746,0.00004550731,0.00001228776,0.0000607221,0.00004475664,0.00004087306,0.0000146641,0.00008945508,0.000013309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001047049,"about_ca_system_score_gemma":8.846225e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003905524,"about_ca_topic_score_gemma":0.000004754018,"domain_scores_codex":[0.9995549,0.00001961487,0.00008235817,0.00006736851,0.0001279583,0.0001478319],"domain_scores_gemma":[0.9995664,0.0002636299,0.000009117979,0.0001098814,0.000008031785,0.00004294609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008021331,0.0001347956,0.05775949,0.000129073,0.000278254,0.00001701963,0.001121182,0.003996908,0.3870109,0.0006458591,0.001198521,0.5476278],"study_design_scores_gemma":[0.003682501,0.0153589,0.7243645,0.0002221801,0.00004564594,0.00001631332,0.0004207522,0.1507261,0.1023923,0.001501877,0.0006535058,0.0006153978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928784,0.00008007803,0.00001507808,0.00002171014,0.00005929523,0.0001308311,0.000001839727,0.00005533105,0.006757376],"genre_scores_gemma":[0.9999058,0.0000254239,0.00001668239,0.000001621706,0.00002129079,0.00001391319,6.189908e-8,0.000009205882,0.000005962373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6666051,"threshold_uncertainty_score":0.1855734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402975741514893,"score_gpt":0.2343495698008406,"score_spread":0.2203198123856916,"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."}}