{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006075007,0.001124302,0.0008415374,0.002273838,0.001073797,0.003630759,0.001473748,0.003346342,0.9002535],"category_scores_gemma":[0.001072571,0.0004991262,0.0006799016,0.002154337,0.0007977864,0.001487577,0.001841323,0.001263578,0.9011006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079616,"about_ca_system_score_gemma":0.0006936454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003104051,"about_ca_topic_score_gemma":0.002108579,"domain_scores_codex":[0.9994418,0.00004376856,0.00004592661,0.0001464268,0.0002281611,0.000093989],"domain_scores_gemma":[0.999129,0.0001177724,0.00006610819,0.0001649637,0.0002776054,0.0002445328],"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":[0.0007012038,0.0004510066,0.001999711,0.000438926,0.00004591379,0.0007469119,0.0001661129,0.001826201,0.05529459,0.01011175,0.1949202,0.7332975],"study_design_scores_gemma":[0.00008487439,0.0002267054,0.001947212,0.0002088427,0.00002706126,0.0009849091,0.0001655788,0.004098719,0.01179735,0.003074963,0.977343,0.0000409007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01097196,0.001450006,0.0158795,0.001476256,0.003718938,0.0002642368,0.003944192,0.005846335,0.9564487],"genre_scores_gemma":[0.009950842,0.0003720318,0.002763177,0.0002250622,0.0001812675,0.00008020394,0.003399872,0.0006761937,0.9823514],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09974653,"threshold_uncertainty_score":0.1422763,"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."}}