{"id":"W4395685253","doi":"10.3390/foods13091329","title":"Light-Emitting-Diode-Induced Fluorescence from Organic Dyes for Application in Excitation–Emission Fluorescence Spectroscopy for Food System Analysis","year":2024,"lang":"en","type":"article","venue":"Foods","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"Bulgarian National Science Fund","keywords":"Monochromator; Fluorescence; Fluorescence spectroscopy; Chemistry; Spectroscopy; Materials science; Excitation; Analytical Chemistry (journal); Fluorescence correlation spectroscopy; Optoelectronics; Optics; Wavelength","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":[0.0005385923,0.0002035883,0.000320437,0.0001766725,0.0001742124,0.00013912,0.0003293803,0.0001190997,0.00002728547],"category_scores_gemma":[0.00008300611,0.0001829183,0.0002291759,0.001337162,0.00002309644,0.0002018041,0.00006647276,0.0001145291,0.0000561439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004174456,"about_ca_system_score_gemma":0.00002090143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004484589,"about_ca_topic_score_gemma":0.0001161384,"domain_scores_codex":[0.9980706,0.00007177619,0.0004513677,0.0007525812,0.0003128305,0.0003408492],"domain_scores_gemma":[0.9991357,0.0002368702,0.0001059491,0.0003952024,0.00002160278,0.0001047121],"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":[0.00002717509,0.00004943012,0.01061639,0.0001354444,0.0001670605,9.633501e-7,0.001014664,0.0001561855,0.9844622,0.0001788735,0.0002061485,0.002985476],"study_design_scores_gemma":[0.0002937495,0.0001957018,0.006057966,0.0001840917,0.0005093509,5.070752e-7,0.0006063177,0.1664552,0.8232443,0.001351083,0.000757421,0.0003443283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8490717,0.0001106459,0.1492348,0.0004703965,0.0002228421,0.0005571658,0.00007425188,0.0002009639,0.00005720796],"genre_scores_gemma":[0.9831023,0.000005099012,0.01612093,0.00000798855,0.0002507714,0.0002983944,0.0000984468,0.00002749358,0.0000886391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.166299,"threshold_uncertainty_score":0.7459192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745754277831641,"score_gpt":0.2767588885606568,"score_spread":0.2593013457823404,"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."}}