{"id":"W2154700894","doi":"10.1002/bit.24473","title":"A model for cellulase production from <i>Trichoderma reesei</i> in an airlift reactor","year":2012,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Trichoderma reesei; Cellulase; Cellulose; Biomass (ecology); Fermentation; Lactose; Fluid dynamics; Mass transfer; Airlift; Chemistry; Bioreactor; Population; Computational fluid dynamics; Mechanics; Chemical engineering; Chromatography; Food science; Physics; Biology; Biochemistry; Engineering; Ecology; 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":[0.0001277668,0.0001582289,0.0001440652,0.0002288792,0.00003461476,0.00001064325,0.00008249556,0.0003998044,0.000003089021],"category_scores_gemma":[0.00001851302,0.0001558807,0.00002546101,0.0001812996,0.00004051251,0.0002959621,0.00002631081,0.0002177299,0.000004202468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004115258,"about_ca_system_score_gemma":0.000004361665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006735238,"about_ca_topic_score_gemma":0.000007920288,"domain_scores_codex":[0.9992478,0.000005960108,0.0001601009,0.0002305476,0.00004607298,0.0003095332],"domain_scores_gemma":[0.9996762,0.000009854524,0.00001784098,0.0002101161,0.00001253681,0.00007345701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002699517,0.00005788346,0.001192983,0.0001192345,0.00001672118,7.681783e-7,0.0002337154,0.003606248,0.9878576,0.0001551906,0.0003919332,0.006340737],"study_design_scores_gemma":[0.0003076131,0.00003498947,0.0004345365,0.00001956928,0.00001582046,0.000008848354,0.0001007409,0.5630731,0.427996,0.00006963271,0.007682168,0.0002569488],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965991,0.001940541,0.02959491,0.0007439178,0.0006938971,0.0002746586,0.00002148353,0.0007276624,0.0000119925],"genre_scores_gemma":[0.992153,0.000319783,0.007117221,0.0000255973,0.0002623687,0.00003112493,0.00003240541,0.00002579,0.00003271269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5598615,"threshold_uncertainty_score":0.6356629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0217549361480109,"score_gpt":0.2143108703714728,"score_spread":0.1925559342234619,"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."}}