{"id":"W1977717124","doi":"10.1016/j.bbagen.2013.01.016","title":"Probing non-enzymatic glycation of type I collagen: A novel approach using Raman and infrared biophotonic methods","year":2013,"lang":"en","type":"article","venue":"Biochimica et Biophysica Acta (BBA) - General Subjects","topic":"Advanced Glycation End Products research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Cancer Research; Institut National Du Cancer","keywords":"Glycation; Chemistry; Glycosylation; Extracellular matrix; Type I collagen; Raman spectroscopy; Biophysics; Biochemistry; Biology; Endocrinology; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003882244,0.0003154979,0.000343547,0.000159549,0.0001411639,0.00008008286,0.0003260491,0.0002061361,0.00001329626],"category_scores_gemma":[0.0002134184,0.0002975458,0.00008880675,0.0006431312,0.0002162506,0.00004249478,0.0002945988,0.0001333507,0.000005959178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004461405,"about_ca_system_score_gemma":0.0002806588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001047408,"about_ca_topic_score_gemma":0.00000197525,"domain_scores_codex":[0.9980008,0.0002320652,0.0004066082,0.0007017212,0.0002402672,0.0004185081],"domain_scores_gemma":[0.9984777,0.000037973,0.0002963314,0.0006749227,0.0003623047,0.0001507578],"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":[0.00008115724,0.0001612932,0.000006821976,0.0001584551,0.00008859565,1.792076e-7,0.0002831296,0.0001879364,0.9981987,0.00005209837,0.0001299876,0.0006516601],"study_design_scores_gemma":[0.0005718783,0.0002522915,0.0009526001,0.00002783838,0.00003521451,0.00001412698,0.0001035542,0.01318917,0.9841487,0.0001447415,0.0002205616,0.0003393258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909962,0.000260888,0.006985753,0.0001382588,0.0001128161,0.001059693,0.0000180174,0.00002368204,0.0004047129],"genre_scores_gemma":[0.8433254,0.0001380873,0.1554252,0.0001287449,0.0001743182,0.00007560316,0.0002164881,0.00005488806,0.0004613069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1484394,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934433886321447,"score_gpt":0.3276041780757502,"score_spread":0.2982598392125357,"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."}}