{"id":"W2153078503","doi":"10.5539/ijb.v1n1p51","title":"Optimized Design of Acid Red B for Degradation by Corynebacterium","year":2009,"lang":"en","type":"article","venue":"International Journal of Biology","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bottle; Degradation (telecommunications); Materials science; Chromatography; Chemistry; Mathematics; Composite material; Engineering; Electrical 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":[],"consensus_categories":[],"category_scores_codex":[0.0003592255,0.00007467553,0.0001727667,0.00003610203,0.00002238968,0.0000150127,0.000321683,0.00009502965,0.00008532598],"category_scores_gemma":[0.0002864425,0.00003179811,0.00009229001,0.00007262466,0.00003220732,0.000138831,0.00001054693,0.00006860257,0.000001407696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003222747,"about_ca_system_score_gemma":0.00001484649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006712688,"about_ca_topic_score_gemma":0.000001812852,"domain_scores_codex":[0.9991519,0.00008979057,0.0004278558,0.00009298392,0.0001372185,0.0001002048],"domain_scores_gemma":[0.9985966,0.0002247216,0.0005646214,0.0000218632,0.000552554,0.00003960778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005597858,0.00007538057,0.0002491556,4.528838e-7,0.00003716714,9.800688e-7,0.00001155869,0.00004232373,0.9428563,0.0001913796,0.00326343,0.05271206],"study_design_scores_gemma":[0.003794696,0.006781291,0.02921291,0.00007149456,0.00007118486,0.0001382879,0.0001185479,0.001746036,0.9237607,0.01020595,0.0237433,0.0003555992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.925654,0.0003727739,0.06032806,0.01179896,0.001247804,0.0002727515,0.0001993474,0.00001966946,0.0001066361],"genre_scores_gemma":[0.9898937,0.0001426651,0.008998881,0.0003029637,0.000294682,0.000002633658,0.0003127348,6.436784e-7,0.00005106691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06423973,"threshold_uncertainty_score":0.129669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708265948472426,"score_gpt":0.2674455819247881,"score_spread":0.2403629224400638,"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."}}