{"id":"W1981638513","doi":"10.1016/j.jchromb.2009.02.055","title":"Methylglyoxal, protein binding and biological samples: Are we getting the true measure?","year":2009,"lang":"en","type":"article","venue":"Journal of Chromatography B","topic":"Advanced Glycation End Products research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Canadian Institutes of Health Research; University of Saskatchewan; Heart and Stroke Foundation of Canada","keywords":"Methylglyoxal; Chemistry; Glycation; Chromatography; Biological activity; Biochemistry; Enzyme; In vitro","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":[0.03425895,0.002212085,0.004437672,0.001662257,0.00154696,0.007983646,0.003211341,0.007746966,0.004349918],"category_scores_gemma":[0.06421602,0.001837429,0.0009670657,0.001665338,0.00999729,0.01465147,0.003253778,0.0125216,0.002719124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002456902,"about_ca_system_score_gemma":0.003776413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004485654,"about_ca_topic_score_gemma":0.008203662,"domain_scores_codex":[0.9849186,0.006221686,0.0008964514,0.001372672,0.005916444,0.0006740884],"domain_scores_gemma":[0.9623128,0.01982969,0.00409087,0.004931885,0.006411889,0.002422785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002678264,0.001162065,0.1065962,0.007697838,0.003417289,0.0006326171,0.001863029,0.002364218,0.07699528,0.04767713,0.07491171,0.6740044],"study_design_scores_gemma":[0.0005053951,0.004306917,0.163987,0.004312828,0.002888226,0.00509521,0.008352552,0.02040323,0.1207207,0.2990769,0.3690024,0.001348634],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.078154,0.4732584,0.1383467,0.2890596,0.01125651,0.0001971656,0.00150025,0.001443364,0.006783995],"genre_scores_gemma":[0.4695969,0.2344742,0.1446508,0.1176561,0.01462182,0.00086179,0.00125673,0.0005654076,0.01631624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03425895,"threshold_uncertainty_score":0.1811808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04010997933081345,"score_gpt":0.310103845421115,"score_spread":0.2699938660903015,"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."}}