{"id":"W2046428521","doi":"10.4028/www.scientific.net/amr.433-440.4757","title":"Evaluation Index Study of Students’ Physiological Rhythm Effects under Fluorescent Lamp and LED","year":2012,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Circadian rhythm and melatonin","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Luminance; Color temperature; Fluorescent lamp; Illuminance; Index (typography); Fluorescence; Computer science; Mathematics; Optics; Biological system; Artificial intelligence; Materials science; Optoelectronics; Biology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005417172,0.0002914912,0.0003014435,0.0003919775,0.0001687916,0.0002566235,0.0001494,0.0002076818,0.001791564],"category_scores_gemma":[0.00143366,0.00007038147,0.0002684552,0.0002639428,0.0001752394,0.0002439559,0.0002869031,0.0002422047,0.0002320676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001591592,"about_ca_system_score_gemma":0.0001475938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000312448,"about_ca_topic_score_gemma":0.0003464187,"domain_scores_codex":[0.9995109,0.00008719949,0.00003482491,0.0000970601,0.0002204869,0.0000496563],"domain_scores_gemma":[0.9990409,0.0002888086,0.0001130444,0.00006351949,0.0003254172,0.00016833],"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":[0.002868566,0.001370667,0.07017461,0.0004582702,0.0001137276,0.000121782,0.00116478,0.001623063,0.7935349,0.0002568783,0.0003650249,0.1279478],"study_design_scores_gemma":[0.00007764377,0.01137199,0.5542383,0.00002191673,0.0002012001,0.0002519992,0.0007553419,0.006340506,0.424768,0.0002177895,0.001679545,0.00007590522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925695,0.00008169957,0.006061599,0.00001022902,0.00001186582,0.00002802173,0.00006280088,0.00004518036,0.001129003],"genre_scores_gemma":[0.9954704,0.00008704135,0.003061033,0.000009183002,0.000008410233,0.00005567279,0.000103463,0.00001328744,0.001191472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001791564,"threshold_uncertainty_score":0.005993366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221695781575796,"score_gpt":0.4371128634528489,"score_spread":0.3149432852952693,"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."}}