{"id":"W4400004707","doi":"10.1007/978-3-031-62871-9_29","title":"Solar Street Lighting Revolution: A Sustainable Approach Enabled by AIoT and Smart Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in networks and systems","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Architectural engineering; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001109698,0.0006030045,0.0008275968,0.0001099288,0.0003202415,0.0003132059,0.0001882439,0.0008885647,0.00007351122],"category_scores_gemma":[0.00001802816,0.0004926443,0.00007695843,0.0001044151,0.0002016612,0.0001638686,0.0002888072,0.0009777194,0.000020816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006261948,"about_ca_system_score_gemma":0.00002281155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002013594,"about_ca_topic_score_gemma":0.0001446997,"domain_scores_codex":[0.9969515,0.00008641159,0.0006628051,0.000896049,0.0004508085,0.0009524323],"domain_scores_gemma":[0.9988877,0.0001653465,0.0002741063,0.0003789086,0.000008563074,0.0002854453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007692755,0.0005676118,0.1774735,0.03264637,0.001483875,0.001746569,0.007634379,0.5068544,0.0003222442,0.1309657,0.1256614,0.0138748],"study_design_scores_gemma":[0.001046074,0.0005013124,0.0009066302,0.002826226,0.0002653935,0.0002556655,0.0003686784,0.2127377,0.000003945469,0.003737047,0.7752576,0.002093693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005214437,0.3928523,0.03998116,0.0007201216,0.00247653,0.005897498,0.00008548319,0.0003140256,0.5524584],"genre_scores_gemma":[0.8662948,0.003729102,0.000068305,0.0001171653,0.0008382155,0.00006482168,0.0001019367,0.0001187003,0.128667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8610803,"threshold_uncertainty_score":0.9997525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008590082234019088,"score_gpt":0.2015852020887186,"score_spread":0.1929951198546996,"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."}}