{"id":"W2340735193","doi":"10.51847/zcvdpqu","title":"10.51847/zcvdPqu","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lactic acid; Lactobacillus plantarum; Lactose; Response surface methodology; Food science; Yeast extract; Chemistry; Fermentation; Lactobacillus; Yeast; Chemical oxygen demand; Wastewater; Biochemistry; Biology; Chromatography; Bacteria; Environmental science; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000396992,0.00005968985,0.00004425375,0.00001537489,0.00003250478,0.00001290975,0.00006670083,0.0000460478,0.9284197],"category_scores_gemma":[0.00001247804,0.00006103855,0.00002411847,0.0000537146,0.00001089908,0.000001999259,0.00001651442,0.00002244043,0.800622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003623738,"about_ca_system_score_gemma":0.000009548317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000103073,"about_ca_topic_score_gemma":3.995098e-8,"domain_scores_codex":[0.9996087,0.00001487453,0.00007063264,0.0001633474,0.00004724544,0.00009522925],"domain_scores_gemma":[0.9997367,8.638059e-7,0.00001175044,0.0001719793,0.00002723741,0.0000514301],"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":[0.00007948328,0.00003137338,8.82574e-7,0.00000241321,0.000009777122,4.033906e-7,0.000004373733,0.00003035946,0.285107,8.394167e-7,0.04133479,0.6733983],"study_design_scores_gemma":[0.00009205384,0.00008730309,0.0001024439,0.000001711599,0.000003283932,0.000004965698,2.930863e-7,0.00001016295,0.03127884,2.883042e-7,0.9683373,0.00008136846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04284218,0.00004618395,0.000007647204,0.0005389511,0.000005551882,0.00009887834,0.000008761657,0.00003384839,0.956418],"genre_scores_gemma":[0.004491468,0.000001786284,0.00006744734,0.0002087202,0.000272172,0.000007924174,0.000138566,0.00001168983,0.9948002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9270025,"threshold_uncertainty_score":0.248908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00391027887897821,"score_gpt":0.1795530396864214,"score_spread":0.1756427608074432,"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."}}