{"id":"W629377631","doi":"","title":"LED SHAKEDOWN: LOWER LED POWER REQUIREMENTS DEFER EXPENSIVE UPGRADES AND REDUCE MAINTENANCE","year":2004,"lang":"en","type":"article","venue":"Airports international","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incandescent light bulb; Light-emitting diode; Runway; LED lamp; Engineering; Automotive engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003821556,0.0004616842,0.000320138,0.0008510675,0.000628291,0.00126694,0.001570463,0.0005268533,0.02378128],"category_scores_gemma":[0.001322694,0.0001726084,0.0002711761,0.0005894082,0.0001995245,0.0009666134,0.0005244541,0.0005191965,0.006172098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009176785,"about_ca_system_score_gemma":0.0009742216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008137538,"about_ca_topic_score_gemma":0.02435564,"domain_scores_codex":[0.9995978,0.00003260888,0.000014544,0.00004695751,0.0002398763,0.00006824183],"domain_scores_gemma":[0.9992817,0.00006098741,0.00005259294,0.00008334974,0.0004722309,0.00004918305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004181672,0.001345738,0.01133424,0.0004562753,0.00003886348,0.0001956613,0.0005696858,0.006745573,0.1050052,0.008022687,0.03330339,0.8325645],"study_design_scores_gemma":[0.000537411,0.001749941,0.1594403,0.0002836904,0.0002494151,0.001967412,0.001687653,0.03813954,0.2737664,0.008144526,0.5138364,0.0001973047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4520315,0.002025759,0.227098,0.002348881,0.0007502799,0.0005677026,0.00111928,0.01507986,0.2989788],"genre_scores_gemma":[0.7475765,0.0006607649,0.09373502,0.0005847159,0.0001646043,0.0001787402,0.001156596,0.001458089,0.1544849],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02378128,"threshold_uncertainty_score":0.07955629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215846992835506,"score_gpt":0.2471975295415791,"score_spread":0.235039059613224,"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."}}