{"id":"W1603214549","doi":"10.51847/lyzbjv9","title":"10.51847/LYZBJv9","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":"Size-exclusion chromatography; Chromatography; Protease; Enzyme; Ion chromatography; Bacteria; Enzyme assay; Chemistry; Biology; Acetone; Biochemistry","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":[0.00004063708,0.00006128974,0.00004572611,0.00001592438,0.00003310499,0.00001313056,0.00006825145,0.00004701201,0.9278049],"category_scores_gemma":[0.00001216068,0.00006284021,0.00002430022,0.00005640188,0.00001109535,0.000001992008,0.00001655664,0.00002271731,0.7896622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003524941,"about_ca_system_score_gemma":0.000009985612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.332261e-7,"about_ca_topic_score_gemma":4.569298e-8,"domain_scores_codex":[0.9996021,0.00001533178,0.00007202336,0.0001661504,0.00004809439,0.00009634253],"domain_scores_gemma":[0.9997299,8.863132e-7,0.00001224825,0.0001764565,0.00002793272,0.00005255859],"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":[0.0000830814,0.0000350872,8.871335e-7,0.000002715718,0.00001083213,4.46507e-7,0.000004743496,0.00003731552,0.3022278,7.01907e-7,0.05043913,0.6471573],"study_design_scores_gemma":[0.00009253535,0.00008706604,0.00008865121,0.000001787517,0.000003418086,0.000005197112,2.784824e-7,0.000009760312,0.03114913,3.170037e-7,0.9684789,0.00008296312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04554613,0.00005945947,0.000008229661,0.0004871221,0.000006053926,0.0001022682,0.000009322084,0.00003526909,0.9537461],"genre_scores_gemma":[0.003671166,0.00000173628,0.00006682726,0.0001836088,0.0002729339,0.000008343447,0.000154703,0.0000118266,0.9956288],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9180397,"threshold_uncertainty_score":0.256255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003890329205194581,"score_gpt":0.1795523321239817,"score_spread":0.1756620029187871,"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."}}