{"id":"W1957678208","doi":"10.1016/j.biortech.2015.09.113","title":"Malbranchea cinnamomea: A thermophilic fungal source of catalytically efficient lignocellulolytic glycosyl hydrolases and metal dependent enzymes","year":2015,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Thermophile; Cellulase; Chemistry; Glycosyl; Cellobiose; Hydrolysis; Glycoside hydrolase; Biochemistry; Enzyme; Xylobiose; Xylan","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":[0.0002630847,0.0001899185,0.0002281468,0.0001923908,0.00007138272,0.00001125673,0.0002294087,0.0003010883,0.00001026789],"category_scores_gemma":[0.0002712615,0.0001735214,0.00005416063,0.0002303492,0.0003265848,0.00000321501,0.0004380897,0.0001223817,0.00001021037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001661791,"about_ca_system_score_gemma":0.00005162344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001386439,"about_ca_topic_score_gemma":0.000008020536,"domain_scores_codex":[0.9987999,0.0000496061,0.0002778354,0.0004381226,0.0001819441,0.0002525673],"domain_scores_gemma":[0.9991975,0.0000104285,0.0001353699,0.0004269108,0.0001201238,0.0001097056],"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":[0.0001490173,0.0001695921,0.005441404,0.0000300342,0.00006365356,0.000005065498,0.0001510684,0.0001073442,0.9904289,0.0005277572,0.0001404459,0.002785707],"study_design_scores_gemma":[0.0008202197,0.0004782868,0.0008122479,0.00001315657,0.00005269758,0.0002087003,0.0003132352,0.0006493795,0.9895415,0.00008200141,0.006800091,0.0002284952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937971,0.003201735,0.001725358,0.0007439365,0.00007522547,0.0001901459,0.00001062722,0.00007872561,0.0001771342],"genre_scores_gemma":[0.9991237,0.00005046715,0.0001233865,0.00009333623,0.0001065519,0.00001870439,0.00003520415,0.00002847184,0.0004201941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006659645,"threshold_uncertainty_score":0.7075996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009684940841155676,"score_gpt":0.2132664604422835,"score_spread":0.2035815196011278,"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."}}