{"id":"W3171754953","doi":"10.1093/glycob/cwab050","title":"Robustness and repeatability of GlycoWorks RapiFluor-MS IgG <i>N</i>-glycan profiling in a long-term high-throughput glycomic study","year":2021,"lang":"en","type":"article","venue":"Glycobiology","topic":"Glycosylation and Glycoproteins Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada First Research Excellence Fund","keywords":"Glycome; Glycan; Glycosylation; Glycomics; Chemistry; Repeatability; Biomarker discovery; Immunoglobulin G; Chromatography; Glycoprotein; Biochemistry; Antibody; Proteomics; Biology; Immunology; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008274888,0.001112386,0.0007230833,0.001185604,0.0009064387,0.001407188,0.001028228,0.001326451,0.0004984071],"category_scores_gemma":[0.009180143,0.000628927,0.0008308605,0.001129745,0.001060967,0.0005425321,0.001299926,0.001046992,0.0006239039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006276482,"about_ca_system_score_gemma":0.0006314116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129337,"about_ca_topic_score_gemma":0.003357767,"domain_scores_codex":[0.9889353,0.002368777,0.0006782673,0.002974778,0.004588461,0.00045448],"domain_scores_gemma":[0.9959115,0.001277808,0.0006208954,0.0008328554,0.001230065,0.0001268918],"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":[0.0005675683,0.0002004749,0.01152267,0.0001400244,0.0002653202,0.00009892268,0.0004425615,0.001784628,0.9713101,0.0001467202,0.0003600625,0.01316092],"study_design_scores_gemma":[0.00003787777,0.001404051,0.06497314,0.0000444109,0.0002578925,0.0006102345,0.0002396086,0.01557114,0.9126494,0.0003453917,0.003713524,0.0001533592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8579646,0.002409359,0.131903,0.0004305166,0.0004344543,0.0005200625,0.002102205,0.001646037,0.002589734],"genre_scores_gemma":[0.8991473,0.001244437,0.09204084,0.0006735559,0.0001312654,0.0008413297,0.003062764,0.000378148,0.002480331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008274888,"threshold_uncertainty_score":0.04376227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284448020481867,"score_gpt":0.286230927088218,"score_spread":0.2733864468833994,"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."}}