{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003127681,0.0001465731,0.000156082,0.00011331,0.00009894325,0.00001733232,0.0003630727,0.0003094042,0.000130146],"category_scores_gemma":[0.0003207799,0.0001216577,0.00009735061,0.000236399,0.0002850158,0.000001987632,0.0003724573,0.000125243,0.001424782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009681991,"about_ca_system_score_gemma":0.00009350875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001234788,"about_ca_topic_score_gemma":0.00003483111,"domain_scores_codex":[0.998587,0.00005536952,0.000251773,0.0003020242,0.0001493106,0.0006545841],"domain_scores_gemma":[0.9992894,0.0000281727,0.00004726574,0.0003826022,0.00008048644,0.000172062],"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":[0.0001893997,0.00006686584,0.007466381,0.00005347066,0.0001132524,0.00002437244,0.00007050392,0.00001528418,0.3886403,0.0006556063,0.5547767,0.04792784],"study_design_scores_gemma":[0.000574822,0.0006700704,0.003576191,0.000005130731,0.000005920571,0.00003154503,0.0002327611,0.0002045983,0.03300658,0.000639341,0.9608285,0.0002245056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753445,0.000444967,0.00111479,0.003973818,0.001741621,0.000396824,0.0002009671,0.000169868,0.01661265],"genre_scores_gemma":[0.9881566,0.001164322,0.0004918901,0.001349575,0.000610221,0.00003774973,0.00147881,0.0000257311,0.006685093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4060518,"threshold_uncertainty_score":0.9993528,"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."}}