{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003792504,0.0007154264,0.0006983405,0.0004124956,0.001309884,0.0008409519,0.000755487,0.001021772,0.00555057],"category_scores_gemma":[0.01057632,0.0006291008,0.000740957,0.0002939532,0.001134232,0.0007764102,0.001000695,0.001902044,0.000582675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990919,"about_ca_system_score_gemma":0.000781984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690724,"about_ca_topic_score_gemma":0.002384947,"domain_scores_codex":[0.9979772,0.001087107,0.0001253655,0.0002271653,0.0003557442,0.0002274594],"domain_scores_gemma":[0.9804295,0.0136299,0.0010112,0.001391786,0.001211409,0.002326107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.04577805,0.3772549,0.2930487,0.001377988,0.0005191881,0.003613197,0.06727113,0.003115683,0.07500935,0.0008933411,0.003093696,0.1290248],"study_design_scores_gemma":[0.004116055,0.5235132,0.4217113,0.00005215412,0.0004445594,0.0008609433,0.01750544,0.004313054,0.02240133,0.0007117782,0.004120476,0.0002497999],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992099,0.000008532949,0.0001975954,0.00002159752,0.000005940875,0.0001630494,0.00004451184,0.000007161513,0.0003416779],"genre_scores_gemma":[0.9966329,0.00003428926,0.001417482,0.00008213697,0.00002162996,0.0008858644,0.00008631357,0.00001083666,0.0008286712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00555057,"threshold_uncertainty_score":0.02005696,"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."}}