{"id":"W4412551347","doi":"10.1002/adsu.202500434","title":"Insect‐Microbe‐Based Laccase: Untapped Natural Resource for Industrial and Biotechnological Applications","year":2025,"lang":"en","type":"article","venue":"Advanced Sustainable Systems","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Laccase; Resource (disambiguation); Biochemical engineering; Natural (archaeology); Biotechnology; Natural resource; Industrial biotechnology; Biology; Ecology; Engineering; Computer science; Biochemistry; Enzyme","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002647336,0.0001776382,0.0002362309,0.00006422635,0.0004489815,0.0001174505,0.0002368888,0.0003133383,0.000004433038],"category_scores_gemma":[0.0003269663,0.00008336701,0.00005476479,0.0009800096,0.00009164381,0.0001513298,0.00008556999,0.0002413799,0.000002311623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427794,"about_ca_system_score_gemma":0.00003913312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002197586,"about_ca_topic_score_gemma":0.00006971863,"domain_scores_codex":[0.9986265,0.00007941986,0.0002996595,0.0004408179,0.0001203506,0.0004332785],"domain_scores_gemma":[0.998999,0.0004998322,0.0001311179,0.0001163896,0.0001907488,0.0000629194],"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":[0.001097028,0.0004491167,0.003597417,0.0008413644,0.0001147328,0.00003745339,0.0000730355,0.001941568,0.5588599,0.1610548,0.01349416,0.2584395],"study_design_scores_gemma":[0.001493291,0.0002504571,0.000843565,0.00008218214,0.00003139721,0.000006000663,0.005698533,0.001816296,0.01058769,0.001274844,0.9775693,0.0003464551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780744,0.004519736,0.004326715,0.004774102,0.0003283393,0.006285594,0.0001487175,0.0007447697,0.0007975966],"genre_scores_gemma":[0.9948933,0.00001672892,0.0002475361,0.0001945965,0.0001530878,0.0009356264,0.0003587275,0.000002115694,0.00319833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9640751,"threshold_uncertainty_score":0.3453248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319367711179139,"score_gpt":0.2289442285472887,"score_spread":0.2157505514354973,"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."}}