{"id":"W4407429993","doi":"10.1016/j.jfca.2025.107358","title":"Detection of bissap calyces and bissap juices adulteration with sorghum leaves using NIR spectroscopy and VIS/NIR spectroscopy","year":2025,"lang":"en","type":"article","venue":"Journal of Food Composition and Analysis","topic":"Hibiscus Plant Research Studies","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Near-infrared spectroscopy; Spectroscopy; Sorghum; Chemistry; Chromatography; Biology; Agronomy; 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":[0.0001480454,0.0003938171,0.0001389793,0.0003028408,0.0003288867,0.0002252496,0.0001333565,0.0003483181,0.001171592],"category_scores_gemma":[0.000204653,0.0002073059,0.0002597995,0.0002239496,0.0001702903,0.0003525393,0.0002089727,0.000500302,0.0002464842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001388703,"about_ca_system_score_gemma":0.0001563212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008534055,"about_ca_topic_score_gemma":0.001515929,"domain_scores_codex":[0.9998946,0.00001557051,0.000006159544,0.00003342571,0.00002869602,0.00002145661],"domain_scores_gemma":[0.9998856,0.0000255679,0.00002643549,0.000008702134,0.00003546888,0.0000182277],"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":[0.00010068,0.00001083013,0.000370395,0.00002669908,0.000004747429,0.0000258614,0.00003022556,0.00001352846,0.9983112,0.0000278068,0.00001559735,0.001062479],"study_design_scores_gemma":[0.000004463107,0.0002157221,0.01135992,0.000006055612,0.00001323737,0.0001479703,0.0001040835,0.0005200383,0.986797,0.00002331034,0.0008021151,0.000006051063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888694,0.001055119,0.007317207,0.00006627364,0.00003240002,0.00002898027,0.0002787273,0.0001041403,0.002247705],"genre_scores_gemma":[0.9721375,0.0008418568,0.02059595,0.0001701835,0.0000151707,0.00005973181,0.0004880386,0.0000335387,0.005658081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001171592,"threshold_uncertainty_score":0.003919363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04531742561758698,"score_gpt":0.4169937609657805,"score_spread":0.3716763353481936,"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."}}