{"id":"W4411657739","doi":"10.51847/sefxu2x","title":"10.51847/seFXu2x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gum arabic; Amylase; Agar; Arabic; Food science; Chemistry; Traditional medicine; Biochemistry; Medicine; Biology; Enzyme; Philosophy; Linguistics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004064041,0.00006133934,0.00004577103,0.00001595433,0.00003327025,0.00001314682,0.00006868006,0.00004703457,0.9252644],"category_scores_gemma":[0.00001339883,0.00006286528,0.00002432173,0.00005562745,0.00001112103,0.000001979315,0.00001667478,0.00002277779,0.7894467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003727801,"about_ca_system_score_gemma":0.00001027731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001097113,"about_ca_topic_score_gemma":4.25265e-8,"domain_scores_codex":[0.9996012,0.00001525577,0.00007212339,0.0001665067,0.00004846894,0.00009645806],"domain_scores_gemma":[0.9997293,8.892498e-7,0.000012295,0.0001769689,0.00002795405,0.00005263841],"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":[0.00008345272,0.0000354553,9.722527e-7,0.00000274585,0.00001085921,4.581251e-7,0.000004570212,0.00004302812,0.2740102,7.545463e-7,0.04425311,0.6815544],"study_design_scores_gemma":[0.00009253256,0.00008822046,0.00009645457,0.000001810738,0.000003400805,0.000005261967,2.922328e-7,0.00001056408,0.02813328,3.339891e-7,0.9714844,0.00008350451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04383822,0.00005403629,0.000008860598,0.0005426843,0.000006300686,0.0001052311,0.000009588036,0.00003617785,0.9553989],"genre_scores_gemma":[0.004210426,0.000001984445,0.00006937291,0.0001892973,0.0002741837,0.000007828874,0.0001558381,0.00001182234,0.9950792],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9272313,"threshold_uncertainty_score":0.2563572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003965702520846716,"score_gpt":0.1795895800035891,"score_spread":0.1756238774827424,"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."}}