{"id":"W4380624580","doi":"10.1007/s11756-023-01449-9","title":"News, trends, and challenges in Carbohydrate-Active enZymes","year":2023,"lang":"en","type":"article","venue":"Biologia","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"","keywords":"Computational biology; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006358203,0.00007092478,0.00006773757,0.00007681336,0.00002163373,0.000006320122,0.00004357795,0.0001002405,0.000009520358],"category_scores_gemma":[0.00003863075,0.00006193973,0.00001499938,0.0001337584,0.0000329395,0.000002559583,0.00004773137,0.00003545273,0.00001038221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004178288,"about_ca_system_score_gemma":0.00000853139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000111322,"about_ca_topic_score_gemma":0.00007319789,"domain_scores_codex":[0.9995072,0.00003776511,0.00007644005,0.0002398213,0.0000242369,0.0001144955],"domain_scores_gemma":[0.9998259,0.00000406426,0.00002640244,0.0001065212,0.0000141766,0.00002295761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000447872,0.00001964644,0.009262011,0.00001080462,0.00001324137,0.000002260146,0.0001014593,0.000003780291,0.9070205,0.0003566322,0.0008985769,0.08226629],"study_design_scores_gemma":[0.0003465933,0.0001971327,0.5473229,0.000007375617,0.000003827708,0.000004973341,0.0004961998,0.00002351417,0.3229468,0.00007763542,0.1283658,0.0002071787],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938946,0.002730464,0.000002905947,0.002353891,0.0001548944,0.00004421616,0.00001137758,0.00003445592,0.0007732025],"genre_scores_gemma":[0.9829308,0.01606419,0.00002052285,0.00006992147,0.0001376748,0.00001679487,0.0002525334,0.000006797914,0.0005007469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5840737,"threshold_uncertainty_score":0.2525829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04507440387511531,"score_gpt":0.2644708804613134,"score_spread":0.2193964765861981,"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."}}