{"id":"W2152468087","doi":"10.51847/vt7bvt1","title":"10.51847/VT7BVt1","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Microbial Metabolism and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Grants Commission","keywords":"Lovastatin; Aspergillus terreus; Fuzzy logic; Mathematics; Productivity; Fuzzy rule; Chemistry; Fuzzy control system; Biochemistry; Computer science; Artificial intelligence; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003833166,0.00007092122,0.0000630927,0.00001351215,0.00004466022,0.00001274229,0.000137102,0.00005021501,0.9133617],"category_scores_gemma":[0.000008949358,0.00007071401,0.00003550873,0.00006662744,0.00001784274,0.000001039588,0.00003000717,0.00002464107,0.8810959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002059068,"about_ca_system_score_gemma":0.00001435845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005449167,"about_ca_topic_score_gemma":1.237091e-7,"domain_scores_codex":[0.9995666,0.00001216344,0.00008003435,0.0001754876,0.00003662543,0.0001291525],"domain_scores_gemma":[0.9996307,0.000002005633,0.00001109664,0.0002637898,0.00002068646,0.00007175785],"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":[0.00002620408,0.00002901392,9.378911e-8,0.000001310818,0.000007366871,2.296769e-7,0.000002107059,0.00001670361,0.3188573,0.000003599461,0.09583741,0.5852187],"study_design_scores_gemma":[0.0001095813,0.00003987705,0.00004078984,0.000001542593,0.000006854764,0.00000348081,2.076497e-7,0.000003267342,0.01078884,0.000001444944,0.9889094,0.00009474057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03502685,0.0001546229,0.000008238187,0.0002040668,0.000001947099,0.0001430375,0.00003900183,0.00002109416,0.9644011],"genre_scores_gemma":[0.002293655,0.000002874564,0.0002492114,0.0001726532,0.0002101012,0.00002186086,0.00005488091,0.00001256,0.9969822],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8930719,"threshold_uncertainty_score":0.2883634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003594273851902027,"score_gpt":0.1844528120054746,"score_spread":0.1808585381535726,"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."}}