{"id":"W4313829826","doi":"10.1093/glycob/cwac084","title":"Glyco-Forum","year":2023,"lang":"en","type":"article","venue":"Glycobiology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Glycobiology; Library science; Political science; Chemistry; Computer science; Glycan; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001645598,0.001277838,0.0007043835,0.002158774,0.001693658,0.006256816,0.001259778,0.003242132,0.7656214],"category_scores_gemma":[0.006324342,0.0004537466,0.0006677207,0.001933895,0.0005082682,0.003624212,0.003045015,0.002561218,0.6357453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106284,"about_ca_system_score_gemma":0.001981163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091792,"about_ca_topic_score_gemma":0.002127229,"domain_scores_codex":[0.9990507,0.00008583433,0.00003022514,0.0001012187,0.0005339392,0.0001980942],"domain_scores_gemma":[0.9959958,0.0002651949,0.0001627455,0.0004303979,0.0009717054,0.002174201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004550019,0.00002237005,0.00007556642,0.00006906514,0.000001979394,0.00002441261,0.00001054958,0.000009614021,0.0003018452,0.0008988921,0.9833781,0.01516215],"study_design_scores_gemma":[0.00001877393,0.00001497698,0.000325332,0.00005177601,0.000001918393,0.00006029699,0.0000185416,0.00003337814,0.0002143399,0.0008035819,0.9984506,0.000006394078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001820358,0.005033394,0.002221709,0.0222727,0.05294303,0.0002371532,0.02612092,0.01418166,0.875169],"genre_scores_gemma":[0.007378967,0.003398909,0.001575227,0.00887663,0.0110854,0.0001125145,0.02032914,0.004543175,0.9427001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7656214,"threshold_uncertainty_score":0.3343127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764168509792707,"score_gpt":0.2894468234087877,"score_spread":0.2718051383108606,"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."}}