{"id":"W2049227672","doi":"10.1002/btpr.667","title":"Application of image analysis in the fungal fermentation of <i>Trichoderma reesei</i> RUT‐C30","year":2011,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Trichoderma reesei; Bioreactor; Mycelium; Fermentation; Food science; Microorganism; Hypha; Cellulase; Productivity; Biology; Chemistry; Botany; Microbiology; Pulp and paper industry; Horticulture; Biotechnology; Biochemistry; Bacteria; Engineering; Enzyme","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":[0.0001805831,0.00007181776,0.0001312334,0.0003511434,0.00001594441,0.000002628575,0.000217353,0.0002002248,0.00001164275],"category_scores_gemma":[0.000005755574,0.00005572093,0.00004962212,0.001112273,0.0001875892,0.00005789685,0.00002460261,0.0001167579,0.000004626785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001487614,"about_ca_system_score_gemma":0.000003675502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002241395,"about_ca_topic_score_gemma":0.000005331524,"domain_scores_codex":[0.9994434,0.00002574533,0.0002127741,0.0001291704,0.00008775052,0.0001011267],"domain_scores_gemma":[0.9995852,0.00000457978,0.00007983547,0.0002896145,0.00003199963,0.000008772928],"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":[0.0001071938,0.0005267585,0.1627446,0.0005389219,0.0004083875,0.000006693132,0.001915478,0.00006374396,0.7176555,0.002779347,0.0005013333,0.1127521],"study_design_scores_gemma":[0.0002904627,0.00007394329,0.08045806,0.000006389282,0.000126969,0.000005689671,0.0005523488,0.005652517,0.911845,0.0002025797,0.000682733,0.0001033247],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913847,0.0005469841,0.006571428,0.0004974982,0.00005942992,0.0003478411,0.000008339767,0.0001484512,0.0004352793],"genre_scores_gemma":[0.9972806,0.00009440714,0.002554521,0.00001039651,0.000008410403,0.00002882085,0.00001233056,0.000005342709,0.000005193029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1941895,"threshold_uncertainty_score":0.2272233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194211857119962,"score_gpt":0.226152527616279,"score_spread":0.2142104090450793,"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."}}