{"id":"W2103507638","doi":"10.51847/4cyofx7","title":"10.51847/4CYoFX7","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protease; Chemistry; Fermentation; Aeration; Pseudomonas aeruginosa; Food science; Chromatography; Biochemistry; Enzyme; Bacteria; Biology; Organic chemistry","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":[0.00004062736,0.00006131936,0.00004566834,0.000015892,0.00003286727,0.00001313438,0.00006866844,0.00004687793,0.9248635],"category_scores_gemma":[0.00001300319,0.00006285204,0.00002430827,0.00005602461,0.00001111065,0.000001979731,0.00001670157,0.0000226904,0.7902641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000370476,"about_ca_system_score_gemma":0.00001030491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001379473,"about_ca_topic_score_gemma":4.943293e-8,"domain_scores_codex":[0.9996017,0.00001520346,0.0000721063,0.0001663785,0.00004825371,0.00009635757],"domain_scores_gemma":[0.9997294,8.844332e-7,0.00001228881,0.0001769876,0.00002813302,0.00005230335],"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":[0.00008307042,0.00003515968,0.000001049121,0.000002699595,0.00001056938,4.426118e-7,0.000004686647,0.0000363412,0.2843293,7.386629e-7,0.04414228,0.6713537],"study_design_scores_gemma":[0.00009317485,0.00008873644,0.0001066684,0.000001805472,0.000003387324,0.000005237548,2.920003e-7,0.00001007494,0.02783773,3.371293e-7,0.9717693,0.00008329464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05025124,0.00005469019,0.000008626413,0.0005310655,0.000006225324,0.0001044947,0.000008791465,0.0000360116,0.9489989],"genre_scores_gemma":[0.004464954,0.000002034116,0.00006799653,0.0001874374,0.0002734062,0.000008368329,0.0001350221,0.00001182748,0.994849],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.927627,"threshold_uncertainty_score":0.2563032,"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."}}