{"id":"W4238669541","doi":"10.32920/ryerson.14654049","title":"Strategy for Cellulase Immobilization and its Partial Purification and Characterization","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cellulase; Cellulose; Hydrolysis; Chemistry; Substrate (aquarium); Mixing (physics); Beta-glucosidase; Chromatography; Chemical engineering; Organic chemistry; Biology; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001350541,0.0004000895,0.0003150621,0.0001830797,0.0001924602,0.0002317929,0.0003289823,0.0003363039,0.0006071077],"category_scores_gemma":[0.0001108645,0.0001522212,0.0003082593,0.0003470228,0.0001768176,0.0002404422,0.0002355247,0.0005390861,0.0005657233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921222,"about_ca_system_score_gemma":0.0003158775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006113054,"about_ca_topic_score_gemma":0.0007720753,"domain_scores_codex":[0.9998723,0.00001287156,0.00001151221,0.00003424618,0.00004756189,0.00002137547],"domain_scores_gemma":[0.9999579,0.000004601306,0.000008149552,0.000009421307,0.00001481987,0.000005116632],"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":[0.00001280112,0.00001576404,0.00007745824,0.0000489684,0.00000314786,0.00002664946,0.00001539721,0.0000840027,0.9956599,0.0002744881,0.00003943787,0.003741818],"study_design_scores_gemma":[0.000002813296,0.00007374948,0.0003562461,0.000003936862,0.000006933949,0.0000727167,0.00001158629,0.0009728511,0.995259,0.00007064673,0.00316528,0.000004228625],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7684623,0.004397074,0.2162558,0.0005698173,0.00010782,0.0004082568,0.0007875764,0.0003604051,0.008650998],"genre_scores_gemma":[0.8807068,0.004043821,0.1052276,0.0001958586,0.00002076002,0.0003724153,0.001507641,0.00005167812,0.007873371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006113054,"threshold_uncertainty_score":0.002119482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02694826342875437,"score_gpt":0.2292092214251996,"score_spread":0.2022609579964453,"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."}}