{"id":"W2115646274","doi":"10.51847/tjg7i7w","title":"10.51847/tjG7i7W","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Polysaccharides and Plant Cell Walls","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Grants Commission","keywords":"Plackett–Burman design; Aspergillus niger; Solid-state fermentation; Pomace; Pectinase; Food science; Fermentation; Biotechnology; Chemistry; Box–Behnken design; Mathematics; Urea; Response surface methodology; Pulp and paper industry; Biology; Chromatography; Biochemistry; Enzyme; Engineering","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":[0.0007198296,0.001698709,0.0009763616,0.002314178,0.0007326349,0.001990028,0.001291273,0.00267648,0.9183782],"category_scores_gemma":[0.000753458,0.000643619,0.0008325291,0.001833424,0.0008720227,0.001088487,0.001638886,0.001343994,0.9209507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242858,"about_ca_system_score_gemma":0.0005064737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530283,"about_ca_topic_score_gemma":0.001606366,"domain_scores_codex":[0.9995371,0.00004553923,0.00003267292,0.0001319282,0.0001450824,0.0001077207],"domain_scores_gemma":[0.9992737,0.0001279878,0.00005608111,0.0001547529,0.0001413701,0.0002460757],"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":[0.001185126,0.0008868275,0.001761616,0.0006429052,0.00006246335,0.0006319173,0.0001994912,0.0007595757,0.0912893,0.00533117,0.1525142,0.7447352],"study_design_scores_gemma":[0.0002540937,0.000312472,0.004572184,0.0002128739,0.00004234947,0.0009669189,0.0001316483,0.002088718,0.01258677,0.001757256,0.9770352,0.00003965092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01607847,0.001240863,0.03096231,0.001829618,0.002130754,0.0006968017,0.005977471,0.01072267,0.930361],"genre_scores_gemma":[0.009380509,0.0002607164,0.007420665,0.0003225591,0.0001217302,0.0001969212,0.003833238,0.0009140547,0.9775494],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08162177,"threshold_uncertainty_score":0.1164235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00783658093905653,"score_gpt":0.1543948209529876,"score_spread":0.1465582400139311,"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."}}