{"id":"W2105134329","doi":"10.51847/4yfjmco","title":"10.51847/4yFJMco","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biopolymer Synthesis and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Council of Scientific and Industrial Research, India","keywords":"Response surface methodology; Soybean meal; Fermentation; Central composite design; Chromatography; Plackett–Burman design; Streptomyces albus; Mathematics; Streptomyces; Chemistry; Food science; Biology; Bacteria","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":[0.0003703587,0.00110444,0.0005476883,0.001854553,0.0008890324,0.001650545,0.0008897221,0.001683366,0.8998514],"category_scores_gemma":[0.0004636496,0.0003760266,0.0005317463,0.0009324703,0.0004479642,0.0009010664,0.001531423,0.0007481998,0.8630843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008453146,"about_ca_system_score_gemma":0.0005633557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00176514,"about_ca_topic_score_gemma":0.002148224,"domain_scores_codex":[0.9996876,0.00002113622,0.00001648208,0.00008016726,0.0001056109,0.0000891704],"domain_scores_gemma":[0.9996707,0.00003713984,0.00002827871,0.00005763313,0.00007533542,0.0001309904],"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":[0.0007150622,0.0005975537,0.001821799,0.0003828861,0.00002839717,0.0007747838,0.0001195845,0.0004353936,0.07612089,0.00812066,0.1482749,0.7626081],"study_design_scores_gemma":[0.00006149247,0.0001267004,0.003499439,0.0001047474,0.00001118878,0.0008407966,0.00005475908,0.000542585,0.007162041,0.0007316102,0.9868515,0.00001309908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01017145,0.0009913155,0.007205528,0.001099263,0.001037785,0.0002153743,0.003454658,0.003317906,0.9725068],"genre_scores_gemma":[0.008560694,0.0002399868,0.002351333,0.0002249325,0.0000873164,0.00009019446,0.002575671,0.0002857278,0.9855841],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1001486,"threshold_uncertainty_score":0.1428499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004288717974620075,"score_gpt":0.1854062118403805,"score_spread":0.1811174938657605,"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."}}