{"id":"W4411617703","doi":"10.51847/9ctjdfb","title":"10.51847/9ctJDfb","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acceleration; Consumption (sociology); Chemistry; Biochemistry; Environmental chemistry; Physics","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":[0.00006293497,0.00007910607,0.00006558547,0.00001969841,0.00002685884,0.0000102927,0.00008350049,0.00005486123,0.7581612],"category_scores_gemma":[0.0000191343,0.00007623915,0.00003429741,0.00006726895,0.00001109596,0.000001161209,0.00001732432,0.00003066629,0.6863269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000394734,"about_ca_system_score_gemma":0.000009966849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000055805,"about_ca_topic_score_gemma":6.374336e-8,"domain_scores_codex":[0.9995533,0.00001073295,0.00007575689,0.0001859347,0.00004145665,0.0001327829],"domain_scores_gemma":[0.9997029,5.803147e-7,0.000008603359,0.000209675,0.00002109189,0.00005711742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000347574,0.00001516409,6.973921e-8,0.000002358276,0.000009086736,2.894517e-7,0.000001609894,0.0001949607,0.5177729,2.194338e-7,0.02718649,0.4547821],"study_design_scores_gemma":[0.00008575623,0.00009396994,0.00002409555,0.000002987164,0.000005698383,0.00001093623,1.486067e-7,0.000009385803,0.04477679,1.565457e-7,0.9548872,0.0001028542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1245792,0.0003671814,0.00001364433,0.0002673219,0.00001709032,0.0001679419,0.00001678989,0.00007300737,0.8744978],"genre_scores_gemma":[0.005904456,0.000002899486,0.0002218783,0.00004334658,0.0004834663,0.0000057801,0.00004217338,0.00001350245,0.9932825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9277007,"threshold_uncertainty_score":0.3139173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00262944493170564,"score_gpt":0.1626182756309502,"score_spread":0.1599888306992446,"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."}}