{"id":"W4401478523","doi":"10.1111/1750-3841.17252","title":"A decision support tool to analyze the properties of wheat, cocoa beans and mangoes from their NIR spectra","year":2024,"lang":"en","type":"article","venue":"Journal of Food Science","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Calibration; Near-infrared spectroscopy; Sampling (signal processing); Computer science; Process analytical technology; Decision support system; Quality (philosophy); Process engineering; Environmental science; Biochemical engineering; Biotechnology; Data mining; Mathematics; Statistics; Engineering; Marketing; Business; Biology","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":[0.002002185,0.001416496,0.0009130408,0.001612301,0.0004967921,0.001605358,0.00114026,0.001247683,0.004115486],"category_scores_gemma":[0.005143206,0.0004221928,0.001026836,0.0006587222,0.0002267425,0.0008669928,0.0007943799,0.0007069838,0.0007259577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007235559,"about_ca_system_score_gemma":0.00122395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003724169,"about_ca_topic_score_gemma":0.003328335,"domain_scores_codex":[0.9992992,0.0002280955,0.00007633869,0.0001569568,0.0001842769,0.00005508189],"domain_scores_gemma":[0.9962953,0.002854014,0.0001867929,0.00009008187,0.0004367633,0.0001370427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001209878,0.001903981,0.01181317,0.0008143273,0.0003831416,0.001183328,0.0003778551,0.6068372,0.01863102,0.005693258,0.006137532,0.3450153],"study_design_scores_gemma":[0.00008048212,0.0001102449,0.0007628921,0.00003481675,0.00003603192,0.00004951324,0.0000559661,0.9926264,0.003792597,0.001264045,0.001170847,0.00001628812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1738947,0.0002323265,0.8035051,0.0008090091,0.00007883147,0.0007816823,0.002173403,0.0144671,0.004057997],"genre_scores_gemma":[0.5094232,0.0001111944,0.4860112,0.0002336377,0.00002608848,0.0007152676,0.001844748,0.0001099619,0.001524698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004115486,"threshold_uncertainty_score":0.01376772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307924048192089,"score_gpt":0.2790034354871282,"score_spread":0.2559241950052074,"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."}}