{"id":"W612483774","doi":"","title":"LED Street Smarts: Street Lighting turns to LEDs for Longevity and Efficiency","year":2012,"lang":"en","type":"article","venue":"IMSA journal","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Light-emitting diode; Quarter (Canadian coin); LED lamp; Engineering; Energy consumption; Transport engineering; Automotive engineering; Telecommunications; Architectural engineering; Electrical engineering; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001107067,0.0001777092,0.0001973529,0.00005864104,0.0004075038,0.00007273888,0.0001912476,0.00006974479,0.001029581],"category_scores_gemma":[0.00009742998,0.0001418977,0.00007096866,0.0001012067,0.00007775012,0.0005364126,0.0001264172,0.0002237332,0.0001049416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002459946,"about_ca_system_score_gemma":0.00001636984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004184727,"about_ca_topic_score_gemma":0.0001578528,"domain_scores_codex":[0.9982193,0.00005751831,0.0003033897,0.0001858988,0.0003556421,0.000878237],"domain_scores_gemma":[0.9987814,0.00008962382,0.0001500028,0.0001533004,0.000005530191,0.0008200997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003359568,0.0001652058,0.983865,0.00001217959,0.000009675598,0.000002926294,0.001382933,0.00004038312,0.002436382,0.00004805237,0.002967566,0.009036157],"study_design_scores_gemma":[0.0008270098,0.0004372405,0.9357583,0.00003177748,0.00003249753,0.00005984664,0.000398933,0.00006545267,0.002007175,0.00013449,0.05995077,0.0002964948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934888,0.0002364018,0.002044521,0.00132829,0.0003600968,0.000270677,0.000008952717,0.00001721758,0.002245031],"genre_scores_gemma":[0.9952872,0.00007101502,0.003116984,0.0006059952,0.0005469394,0.000006615214,0.000001812959,0.0000185036,0.0003449717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0569832,"threshold_uncertainty_score":0.9998836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810172477028927,"score_gpt":0.2802543645095498,"score_spread":0.2621526397392605,"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."}}