{"id":"W4408386291","doi":"10.1002/adom.202402788","title":"Machine Learning Enabled LED Lighting Using Scattering Optics","year":2025,"lang":"en","type":"article","venue":"Advanced Optical Materials","topic":"Advanced optical system design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Optics; Optoelectronics; Light-emitting diode; Scattering; Light scattering; Optical materials; Solid-state lighting; Engineering physics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003578758,0.0004337617,0.0007233355,0.0001724689,0.0002103765,0.000179907,0.0002869271,0.0001937802,0.0001654565],"category_scores_gemma":[0.0004421982,0.0004346045,0.0000823119,0.000412358,0.00008227996,0.0003958822,0.000162287,0.0003007353,0.00009550366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002453084,"about_ca_system_score_gemma":0.00002289513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005536927,"about_ca_topic_score_gemma":0.000001077097,"domain_scores_codex":[0.9975955,0.00008324473,0.0008333529,0.0004434175,0.0002219878,0.0008224496],"domain_scores_gemma":[0.9989572,0.0003312592,0.00008062499,0.00038156,0.00008432863,0.0001650715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003473584,0.00001451668,0.00004482027,0.0002794804,0.0000495413,0.00002145404,0.00001577073,0.2076262,0.7807329,0.009295834,0.000002901405,0.001881829],"study_design_scores_gemma":[0.001060155,0.00005462529,0.00008230196,0.000633916,0.00008261945,0.00002443809,0.00005429218,0.07606456,0.9171322,0.002540267,0.0015891,0.0006815394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.63139,0.0006366922,0.3465922,0.00008229104,0.002005567,0.0006914337,0.00001451157,0.001585887,0.0170014],"genre_scores_gemma":[0.8782606,0.00007077315,0.1209688,0.00006056108,0.0001433437,0.00005102955,0.00001301214,0.0001017284,0.0003300958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2468706,"threshold_uncertainty_score":0.9998106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009625947990451104,"score_gpt":0.2462259067642855,"score_spread":0.2365999587738344,"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."}}