{"id":"W2386178800","doi":"","title":"Freeform Lens Design with Arbitrary Illuminance Distribution in LED Road Lighting","year":2013,"lang":"en","type":"article","venue":"Bandaoti guangdian","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"Illuminance; Optics; Lens (geology); Transverse plane; Luminance; Tilt (camera); Position (finance); Energy (signal processing); Computer science; Physics; Mathematics; Engineering; Geometry; Structural 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003458336,0.0002073033,0.0002015678,0.00003820108,0.0001726917,0.00004383913,0.0001950632,0.00009666675,0.001893621],"category_scores_gemma":[0.00002128195,0.0001609034,0.00003738506,0.0002404199,0.0001645125,0.0008170925,0.00005633867,0.0002068441,0.001413109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004576953,"about_ca_system_score_gemma":0.00002917224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003398279,"about_ca_topic_score_gemma":0.0008647362,"domain_scores_codex":[0.9983331,0.00005924027,0.0002623069,0.0003307283,0.0003079735,0.0007066801],"domain_scores_gemma":[0.9994084,0.00003035387,0.0001069547,0.0002639864,0.000003849396,0.0001864149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007106181,0.0002558475,0.9659513,0.00001952199,0.00000916503,0.00004233096,0.001459883,0.0002775951,0.002572052,0.0001242675,0.003212629,0.02600438],"study_design_scores_gemma":[0.0006468773,0.0002195857,0.9917169,0.0000430542,0.000005485274,0.00001014404,0.0001152156,0.0005929986,0.001647878,0.0001589632,0.004580698,0.0002621613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824579,0.00004784635,0.001143508,0.001553325,0.00005899259,0.0006071518,0.000008320154,0.00004969398,0.01407327],"genre_scores_gemma":[0.9966986,0.00004054872,0.001962712,0.0003927825,0.00005541129,0.00005824934,0.00003083845,0.00002194998,0.0007388896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02576567,"threshold_uncertainty_score":0.9993644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115727361616381,"score_gpt":0.2007506193276828,"score_spread":0.1891778831660447,"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."}}