{"id":"W2750327486","doi":"10.1080/05704928.2017.1363771","title":"Exploring the potential of applying infrared vibrational (micro)spectroscopy in ergot alkaloids determination: Techniques, current status, and challenges","year":2017,"lang":"en","type":"article","venue":"Applied Spectroscopy Reviews","topic":"Plant and fungal interactions","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Chemometrics; Infrared spectroscopy; Biochemical engineering; Spectroscopy; Infrared; Chemistry; Food products; Analytical technique; Analytical Chemistry (journal); Environmental chemistry; Food science; Chromatography; Organic chemistry; Engineering; Optics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004015117,0.0001707576,0.0002916489,0.00002213578,0.0006113321,0.00016245,0.0003171103,0.00004176244,0.00002565699],"category_scores_gemma":[0.00004798041,0.00007134942,0.00006787966,0.00007731041,0.0001229994,0.0003083955,0.000118649,0.0002279582,0.000008790161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004265954,"about_ca_system_score_gemma":0.00001205572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005073239,"about_ca_topic_score_gemma":0.0006239912,"domain_scores_codex":[0.998805,0.00005170394,0.0004120838,0.0002833703,0.0001536575,0.000294113],"domain_scores_gemma":[0.9993092,0.0001239456,0.0003292443,0.0001490934,0.00002694393,0.00006161506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003013863,0.00004948867,0.0003371703,0.00003031923,0.000003637387,5.843185e-7,0.00004530262,5.527168e-8,0.7349795,0.003188405,0.00008964437,0.2612458],"study_design_scores_gemma":[0.0003297653,0.0002098584,0.10753,0.00035125,0.00003214911,0.0000116089,0.0003471402,0.0000470666,0.3442017,0.004642678,0.5418422,0.000454467],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9217668,0.05830326,0.0003093533,0.002279601,0.0008313201,0.003005803,0.00009318699,0.0001163341,0.01329435],"genre_scores_gemma":[0.5124505,0.4808963,0.004995692,0.00003506893,0.0004932398,0.00102884,0.00005986631,0.00000344178,0.00003703614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5417526,"threshold_uncertainty_score":0.4701934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050607902747533,"score_gpt":0.2994929430866349,"score_spread":0.1944321528118816,"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."}}