{"id":"W2077510918","doi":"10.1385/abab:113:1-3:251","title":"Characterization and Performance of Immobilized Amylase and Cellulase","year":2004,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Cellulase; Amylase; Chemistry; Enzyme; Immobilized enzyme; Biochemistry; Biotechnology; 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":[0.00005681713,0.0001175462,0.0001168378,0.00003355155,0.0000575159,0.00001000866,0.00004805288,0.0003001385,0.000003153419],"category_scores_gemma":[0.00001370494,0.0001142587,0.00001122174,0.00007207583,0.0002972788,0.000003957909,0.00009154369,0.00007333092,5.227787e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004045379,"about_ca_system_score_gemma":0.00001794694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001470716,"about_ca_topic_score_gemma":3.744113e-7,"domain_scores_codex":[0.9993798,0.000004254876,0.0001485042,0.0003215905,0.00003781955,0.0001080318],"domain_scores_gemma":[0.9996789,0.00000189823,0.00008752888,0.0001688834,0.0000226936,0.00004009466],"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":[0.0001159167,0.00003436501,0.0003789361,0.00009282857,0.00001121763,3.133627e-7,0.00001555779,3.796559e-7,0.9921049,0.0003508493,0.000001877468,0.006892856],"study_design_scores_gemma":[0.0006414474,0.000146572,0.001323137,0.00001046505,0.00001133246,0.00004999467,0.00004547077,0.000007254089,0.9964359,0.00003233682,0.001172159,0.0001239703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987258,0.0002220188,0.0003891264,0.0004562834,0.00002210223,0.0001102731,0.00001368473,0.00002189771,0.00003881324],"genre_scores_gemma":[0.9973711,0.001841779,0.0003430891,0.00007861265,0.00004605845,0.0000128551,0.0002226565,0.000008717114,0.00007517105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006768886,"threshold_uncertainty_score":0.4659335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003366585461860255,"score_gpt":0.1828270988426765,"score_spread":0.1794605133808163,"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."}}