{"id":"W4411657832","doi":"10.51847/neqgmp9","title":"10.51847/nEqGMP9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glutaraldehyde; Aspergillus niger; Covalent bond; Chemistry; Catalysis; Xylanase; Chromatography; Organic chemistry; Biochemistry; Enzyme","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006787708,0.001160256,0.0006053895,0.001670318,0.0008439602,0.002397548,0.001436189,0.002252249,0.9347136],"category_scores_gemma":[0.0009131904,0.0004566277,0.0005033742,0.001361166,0.0008538609,0.002006337,0.001978475,0.00108592,0.9535167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009300786,"about_ca_system_score_gemma":0.0005761539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505533,"about_ca_topic_score_gemma":0.001620576,"domain_scores_codex":[0.9995921,0.0000343201,0.00003197338,0.0001130851,0.0001638178,0.00006469194],"domain_scores_gemma":[0.9992736,0.0001108458,0.00005455353,0.0001832055,0.0001999198,0.0001779586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002918434,0.0002236083,0.001216958,0.0003319439,0.00002392423,0.0004129522,0.0000882306,0.0005649587,0.01589712,0.005859425,0.1438413,0.8312477],"study_design_scores_gemma":[0.00004441274,0.00007304179,0.001760871,0.0001454112,0.000008879669,0.0006082524,0.00007405849,0.0006845637,0.003516341,0.002064703,0.9910019,0.00001765842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004045193,0.0007411662,0.006349475,0.001421537,0.001038949,0.0001485686,0.002703319,0.002935841,0.980616],"genre_scores_gemma":[0.00505742,0.000232006,0.002223645,0.0003888912,0.0001036456,0.00005768991,0.00187493,0.0003414782,0.9897204],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0652864,"threshold_uncertainty_score":0.09312302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004983980128084783,"score_gpt":0.1547578873559958,"score_spread":0.149773907227911,"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."}}