{"id":"W4281393775","doi":"10.5539/jms.v12n1p122","title":"Innovative Lighting Systems: Opportunities for Energy Savings","year":2022,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smart lighting; Architectural engineering; Electricity; Energy consumption; Scalability; Computer science; Sustainability; Intelligent lighting; LED lamp; Engineering; Electrical engineering; Database; 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":[0.0007854219,0.0006234519,0.0002855324,0.0007473746,0.0005599166,0.003660904,0.0007473098,0.001511335,0.01297759],"category_scores_gemma":[0.001080001,0.0001919945,0.0005379976,0.001049032,0.001143787,0.00468529,0.001748664,0.001020945,0.001230859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691774,"about_ca_system_score_gemma":0.001311038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039716,"about_ca_topic_score_gemma":0.001928814,"domain_scores_codex":[0.9991936,0.0002905475,0.00001988839,0.00007746466,0.0002902913,0.0001282025],"domain_scores_gemma":[0.9995338,0.0001994629,0.00005338558,0.00007164713,0.00009904677,0.00004270606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006743672,0.0002115229,0.001436688,0.000597493,0.00005856713,0.0001333616,0.0003084554,0.01508866,0.002555148,0.746584,0.008678793,0.2242798],"study_design_scores_gemma":[0.00004871828,0.0003183943,0.002907598,0.0006542273,0.00007652585,0.0003346475,0.001897024,0.01990082,0.004769608,0.4272658,0.5417768,0.00004979907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1159036,0.04498951,0.18277,0.04476986,0.001353493,0.0002897521,0.0004027516,0.0007309667,0.60879],"genre_scores_gemma":[0.8719212,0.03284754,0.05332407,0.001599699,0.0005957113,0.0002014661,0.000253643,0.0001532263,0.03910348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01297759,"threshold_uncertainty_score":0.04341441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02366175301310041,"score_gpt":0.2494967071562903,"score_spread":0.2258349541431899,"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."}}