{"id":"W4413008267","doi":"10.1016/j.carres.2025.109630","title":"Mechanochemical and mass spectral approach for the analysis of maltosylated glycylglycine","year":2025,"lang":"en","type":"article","venue":"Carbohydrate Research","topic":"Biochemical Analysis and Sensing Techniques","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Glycylglycine; Chemistry; Spectral analysis; Computational chemistry; Biochemistry; Glycine; Spectroscopy; Amino acid","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00125728,0.000124059,0.0004149987,0.000663205,0.0001857354,0.00005961179,0.000279199,0.0001654344,0.000008516286],"category_scores_gemma":[0.0002754622,0.00008271288,0.000229041,0.003395626,0.0003512514,0.00002492825,0.0001022235,0.0003481696,2.266338e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006469245,"about_ca_system_score_gemma":0.00002309454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584953,"about_ca_topic_score_gemma":0.000008027077,"domain_scores_codex":[0.9984525,0.0001530384,0.0003026388,0.0003818922,0.0003190509,0.0003908809],"domain_scores_gemma":[0.9984567,0.0006675583,0.0000487869,0.0004557356,0.0003067879,0.00006450026],"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":[0.0003274835,0.00005333533,0.0002816833,0.00007241111,0.0008839942,6.133119e-7,0.00006039515,0.00003493463,0.9905747,0.005369716,0.0008113292,0.001529421],"study_design_scores_gemma":[0.0001890256,0.00005052515,0.0001365902,0.00001791597,0.000849162,2.564599e-7,0.00008765317,0.3067098,0.6819945,0.009725341,0.0001642627,0.0000749882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949566,0.002428589,0.03639727,0.008541131,0.0000761808,0.0009181388,0.00003729903,0.0001126831,0.001922686],"genre_scores_gemma":[0.9927513,0.00006249116,0.006789123,0.00006707214,0.00004120492,0.00003580163,0.00005178552,0.00001158711,0.0001896588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3085802,"threshold_uncertainty_score":0.3372934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0459152830265943,"score_gpt":0.36235125595148,"score_spread":0.3164359729248857,"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."}}