{"id":"W4366269317","doi":"10.1080/15502724.2023.2170883","title":"Effects of Temporal Light Modulation on Cognitive Performance,Eye Movements, and Brain Function","year":2023,"lang":"en","type":"article","venue":"LEUKOS The Journal of the Illuminating Engineering Society of North America","topic":"Multisensory perception and integration","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; National Research Council Canada","funders":"Office of Energy Efficiency; Natural Resources Canada; Independent Electricity System Operator","keywords":"Cognition; Eye movement; Luminance; Psychology; Electroencephalography; Stroop effect; Duty cycle; Audiology; Computer science; Cognitive psychology; Neuroscience; Physics; Optics; Voltage","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002960071,0.0003704058,0.0002574322,0.000166936,0.0001708661,0.0003164496,0.0001949373,0.0002428334,0.002613249],"category_scores_gemma":[0.001345967,0.000158388,0.0001843907,0.0001053475,0.0004044898,0.0001626827,0.0003030058,0.0005005133,0.000127565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728897,"about_ca_system_score_gemma":0.0002220259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128233,"about_ca_topic_score_gemma":0.001458656,"domain_scores_codex":[0.9996924,0.00006238207,0.00002675242,0.00007028323,0.00009719251,0.00005102161],"domain_scores_gemma":[0.9991648,0.0004225902,0.000130168,0.0000920982,0.00006313177,0.0001271732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01625383,0.001981599,0.009494649,0.0001095842,0.0000703308,0.0001245642,0.0002287796,0.0001815358,0.9571669,0.0001295113,0.0001020696,0.01415667],"study_design_scores_gemma":[0.0005544007,0.05362471,0.6463735,0.00002241113,0.0002330494,0.0003217241,0.0002141167,0.001578062,0.295577,0.000347443,0.001117117,0.00003640778],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987889,0.00006315498,0.0003947573,0.00001790501,0.00001367817,0.00004500361,0.00005320973,0.000009551468,0.0006139431],"genre_scores_gemma":[0.9977697,0.00006720784,0.0007254771,0.00004990049,0.0000160736,0.0001352219,0.0001021111,0.0000117429,0.001122552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002613249,"threshold_uncertainty_score":0.008742154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009940938512648882,"score_gpt":0.2508581753420388,"score_spread":0.2409172368293899,"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."}}