{"id":"W2941273983","doi":"10.1177/1477153519834604","title":"The effectiveness of light-emitting diode lighting for providing circadian stimulus in office spaces while minimizing energy use","year":2019,"lang":"en","type":"article","venue":"Lighting Research & Technology","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada","keywords":"Illuminance; Luminous flux; Stimulus (psychology); Circadian rhythm; Light-emitting diode; Optics; Light intensity; Luminous intensity; Computer science; Simulation; Physics; Light source; Medicine; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0004716876,0.0002931626,0.0001854661,0.0002391696,0.0002075454,0.0004978727,0.0002683999,0.0002202216,0.0007612722],"category_scores_gemma":[0.0008941316,0.0001049157,0.0003253747,0.0001721456,0.0001593936,0.0003079785,0.0002909512,0.000137368,0.00009984544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000319301,"about_ca_system_score_gemma":0.0003247691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001345484,"about_ca_topic_score_gemma":0.003269,"domain_scores_codex":[0.9996977,0.0001109974,0.00001691068,0.000041735,0.00008801147,0.000044665],"domain_scores_gemma":[0.9997069,0.0001583039,0.00004286869,0.00002163131,0.0000476349,0.00002249556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003744727,0.001878849,0.06910396,0.001464153,0.000186071,0.0002524879,0.0005098757,0.150316,0.5650281,0.001672215,0.0003725797,0.205471],"study_design_scores_gemma":[0.0003344239,0.01942419,0.2174771,0.0002156713,0.0005765778,0.0006890077,0.001617757,0.2093449,0.540853,0.001618169,0.007659212,0.000189862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914179,0.0003112088,0.006772126,0.00001259295,0.000008139635,0.00002403477,0.0000299057,0.00001851826,0.001405517],"genre_scores_gemma":[0.9958971,0.0001572635,0.003724596,0.000004613925,0.000001589696,0.00000871243,0.00001150884,0.000005084155,0.0001896029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001345484,"threshold_uncertainty_score":0.002675235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03031686200199168,"score_gpt":0.3071878723922965,"score_spread":0.2768710103903048,"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."}}