{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003365783,0.0004391042,0.0004668398,0.0005802902,0.0001937072,0.001094482,0.0002923158,0.0006609833,0.002896842],"category_scores_gemma":[0.0001987764,0.0001250608,0.0004098643,0.0007116605,0.0003219134,0.001038862,0.0004830543,0.0006950751,0.0009826083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004871099,"about_ca_system_score_gemma":0.0006138851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003688603,"about_ca_topic_score_gemma":0.0008734106,"domain_scores_codex":[0.9998384,0.00002655378,0.00001106137,0.00002720685,0.00006694101,0.00002980629],"domain_scores_gemma":[0.9998621,0.00003656277,0.0000234804,0.00000937298,0.00004741851,0.00002108539],"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":[0.0002299078,0.0001753728,0.001439904,0.01309637,0.0001467322,0.001668286,0.0001600352,0.002093635,0.5200695,0.02681739,0.01606507,0.4180378],"study_design_scores_gemma":[0.00001712637,0.0005542667,0.002713582,0.00134707,0.0001540569,0.001793131,0.0003901838,0.00197197,0.1521182,0.01279165,0.8260934,0.00005543198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04966425,0.9112318,0.01596462,0.003689899,0.0009728759,0.00003558874,0.0006028755,0.0001251095,0.01771295],"genre_scores_gemma":[0.2870548,0.689144,0.01118732,0.001129528,0.0006016775,0.00004697285,0.000716578,0.00002698731,0.01009213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002896842,"threshold_uncertainty_score":0.00969094,"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."}}