{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009274918,0.001052899,0.001421351,0.0005871581,0.0003116213,0.001212953,0.0005788004,0.0005742473,0.001155225],"category_scores_gemma":[0.0005504327,0.0007012463,0.0008727417,0.0005158552,0.0004158268,0.0002798153,0.0003115848,0.0006620611,0.0005198192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110555,"about_ca_system_score_gemma":0.001650683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002008504,"about_ca_topic_score_gemma":0.003291283,"domain_scores_codex":[0.9990644,0.0001879942,0.00009159189,0.0002735553,0.0002471234,0.0001353337],"domain_scores_gemma":[0.9996399,0.0000654863,0.0001140449,0.00002528497,0.00009103317,0.00006424461],"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":[0.0004124416,0.0001634775,0.0001457167,0.0001168929,0.00001555094,0.00003016149,0.00001867241,0.00281312,0.991912,0.0001030177,0.00004814743,0.004220782],"study_design_scores_gemma":[0.0001496481,0.001572017,0.001326111,0.00001460889,0.00007238588,0.00004600886,0.00003973495,0.007262264,0.9864725,0.00008096443,0.002927216,0.00003642655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8767288,0.002186513,0.1157682,0.0001631641,0.0001310636,0.001284285,0.0009411726,0.0006032197,0.002193526],"genre_scores_gemma":[0.8143426,0.001438201,0.1777698,0.0001256729,0.00002283757,0.001333648,0.001381646,0.0001332821,0.003452267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002008504,"threshold_uncertainty_score":0.008021355,"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."}}