{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007836823,0.0001518373,0.0001184467,0.00007278715,0.00006356004,0.00004630674,0.0001449963,0.00006311325,0.0005607838],"category_scores_gemma":[0.00002593156,0.0001391329,0.00004544984,0.00006067168,0.00004990425,0.0003036058,0.00005184764,0.0001348196,0.00004974463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022435,"about_ca_system_score_gemma":0.00002291253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001123168,"about_ca_topic_score_gemma":0.000007233826,"domain_scores_codex":[0.9991317,0.000004069253,0.0002265162,0.0002031972,0.0002258807,0.0002085766],"domain_scores_gemma":[0.9996088,0.00001089782,0.00004345884,0.0001637399,0.00008552265,0.00008762458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001010147,0.001534107,0.1225523,0.000339386,0.002656122,0.003067529,0.01395178,0.1283022,0.2182449,0.08581553,0.3530439,0.06948204],"study_design_scores_gemma":[0.009998281,0.0004409073,0.3476066,0.001791995,0.00007499407,0.001279409,0.001019605,0.0201958,0.05816498,0.01336758,0.5432417,0.002818212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745213,0.0001628667,0.0008038697,0.0006603171,0.001587976,0.0001083026,0.00001078154,0.0001300005,0.02201463],"genre_scores_gemma":[0.996556,0.0001287803,0.0009672823,0.0002375833,0.0001327808,0.0000180959,0.00001760491,0.00002568696,0.001916211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2250543,"threshold_uncertainty_score":0.6140189,"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."}}