{"id":"W4283016959","doi":"10.1186/s43141-022-00373-w","title":"Cellulase activity of a novel bacterial strain Arthrobacter woluwensis TDS9: its application on bioconversion of paper mill sludge","year":2022,"lang":"en","type":"article","venue":"Journal of Genetic Engineering and Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"University of Chittagong; Lakehead University","keywords":"Bioconversion; Cellulase; Cellulosic ethanol; Bioproducts; Chemistry; Pulp and paper industry; Biomass (ecology); Cellulose; Corn steep liquor; Arthrobacter; Food science; Reducing sugar; Lignocellulosic biomass; Carboxymethyl cellulose; Sugar; Biotechnology; Fermentation; Biochemistry; Biofuel; Organic chemistry; Sodium; Agronomy; Biology; Enzyme","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001572681,0.0001213017,0.0002332226,0.0003176444,0.00002847896,0.000003203903,0.0001132389,0.0001648285,0.00004700528],"category_scores_gemma":[0.00001621285,0.0001147158,0.00007013132,0.000196205,0.00004282152,0.00004069634,0.00005373755,0.0003074176,7.259687e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004289299,"about_ca_system_score_gemma":0.00001365485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002565266,"about_ca_topic_score_gemma":2.744829e-7,"domain_scores_codex":[0.9993005,0.00001377851,0.0003008483,0.0001230283,0.0001367184,0.0001251627],"domain_scores_gemma":[0.9995903,0.00001822071,0.0001606658,0.0001464676,0.00004225665,0.00004214013],"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":[0.0000679068,0.00008876621,0.00002210013,0.0001520464,0.00004217932,0.000002026952,0.00003458961,0.01168928,0.9787818,0.00001991083,0.00005751623,0.009041921],"study_design_scores_gemma":[0.0009156977,0.0006721182,0.001595681,0.000029786,0.0000325644,0.0001100734,0.00004837361,0.02131773,0.9605187,0.00000499676,0.0146154,0.0001389115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948105,0.0004142084,0.003575466,0.0004927256,0.0005126203,0.0001105505,0.00004161753,0.00003702816,0.000005258333],"genre_scores_gemma":[0.9975613,0.000502244,0.001829582,0.00001342868,0.00006639651,0.000002553495,0.000002781774,0.0000142535,0.00000741744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01826309,"threshold_uncertainty_score":0.4677974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007195937698665458,"score_gpt":0.1799358942128159,"score_spread":0.1727399565141505,"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."}}