{"id":"W2070432943","doi":"10.1109/ecce.2010.5618050","title":"LED lighting flicker and potential health concerns: IEEE standard PAR1789 update","year":2010,"lang":"en","type":"article","venue":"","topic":"Ocular and Laser Science Research","field":"Medicine","cited_by":318,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Flicker; LED lamp; Electric light; Smart lighting; Computer science; Human health; Light-emitting diode; Telecommunications; Engineering; Risk analysis (engineering); Architectural engineering; Electrical engineering; Business; Medicine; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0007784408,0.00008379493,0.0002010538,0.00006264071,0.0001625073,0.00006841154,0.0000760356,0.00005295103,0.0007189922],"category_scores_gemma":[0.00006156401,0.00005745975,0.0000412495,0.0001304615,0.0001478102,0.0001091831,0.00004345288,0.0003103054,0.00005802792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001982726,"about_ca_system_score_gemma":0.000317503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002075116,"about_ca_topic_score_gemma":0.0001594538,"domain_scores_codex":[0.998755,0.00003229808,0.0001605009,0.0002464298,0.0004296928,0.0003760412],"domain_scores_gemma":[0.9992535,0.00001819897,0.00003133088,0.0002191154,0.00009260599,0.000385219],"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":[0.0009742464,0.0003258848,0.06962936,0.000537461,0.0002061525,0.0005128119,0.002019075,0.000007109917,0.4049093,0.01051769,0.05426697,0.4560939],"study_design_scores_gemma":[0.01852905,0.003969142,0.05226179,0.0003556075,0.0001357928,0.001023905,0.002351956,0.02214543,0.3413526,0.001807362,0.5548054,0.001261956],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758049,0.0001374276,0.002150308,0.01583185,0.0003066015,0.0002847812,0.000005734873,0.00006467097,0.005413758],"genre_scores_gemma":[0.9947844,0.0001389332,0.001999559,0.001288207,0.0002596011,0.000003605544,0.000004859976,0.000009383328,0.001511447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5005385,"threshold_uncertainty_score":0.787246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830076563412057,"score_gpt":0.3532326218308372,"score_spread":0.3349318561967166,"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."}}