{"id":"W2112766005","doi":"10.1002/bit.20286","title":"Microplate‐based filter paper assay to measure total cellulase activity","year":2004,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":227,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Cellulase; Filter paper; Trichoderma reesei; Chemical nomenclature; Chemistry; Chromatography; Filter (signal processing); Sample (material); Analytical Chemistry (journal); Enzyme; Biochemistry; Computer science; Organic chemistry","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":[0.0001002362,0.0001929402,0.0001420101,0.0002053238,0.00006224445,0.00001967169,0.00008488153,0.0004155646,0.0000327152],"category_scores_gemma":[0.00001256514,0.0001795911,0.00004176949,0.0002383676,0.00005294648,0.00008332539,0.00004093229,0.0002929819,0.000057712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005935425,"about_ca_system_score_gemma":0.000009011488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008171784,"about_ca_topic_score_gemma":0.000002846969,"domain_scores_codex":[0.9992946,0.000006530477,0.0001034062,0.0002529101,0.00007035559,0.0002722117],"domain_scores_gemma":[0.9996672,0.000007483009,0.00001069531,0.0002099296,0.00001367221,0.00009105526],"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":[0.00001419541,0.00001742678,0.00001992722,0.00007485687,0.00002519031,0.00001092725,0.00001635746,0.006027574,0.986255,0.00005092926,0.0001428627,0.007344688],"study_design_scores_gemma":[0.0004162653,0.00006595548,0.0006922099,0.00003240945,0.00001382183,0.00004380578,0.0000146069,0.003161218,0.983945,0.00001228625,0.01133007,0.0002724222],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366873,0.0005667962,0.05471726,0.005789888,0.0006704172,0.0002133492,0.00001720892,0.001272877,0.00006488711],"genre_scores_gemma":[0.996021,0.00003611631,0.003695008,0.0001010143,0.00006522956,0.000008331687,0.00000338873,0.00002303795,0.00004692131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05933364,"threshold_uncertainty_score":0.7323512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00867466311115165,"score_gpt":0.1796041311324715,"score_spread":0.1709294680213199,"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."}}