{"id":"W4415948877","doi":"10.20944/preprints202511.0294.v1","title":"Production of &lt;em&gt;Dichostereum sordulentum&lt;/em&gt; Laccase and Its Entrapment in Lignocellulosic Biopolymers for Estrogen Biodegradation","year":2025,"lang":"","type":"preprint","venue":"Preprints.org","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agencia Nacional de Investigación e Innovación; Ministerio de Ciencia e Innovación; Centres de Recerca de Catalunya; Canadian Institute for Advanced Research","keywords":"Laccase; Biodegradation; Fermentation; Biofuel; Biocatalysis; Bioconversion; Environmental pollution; Pollution; Sewage treatment","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002116863,0.0004133437,0.0002638139,0.0001397385,0.00005741168,0.0002936638,0.0001582911,0.0001795579,0.0003656963],"category_scores_gemma":[0.0001457235,0.00009526463,0.0002830666,0.0001870057,0.0001163466,0.0001407912,0.0002114972,0.0002323698,0.0001228878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707405,"about_ca_system_score_gemma":0.0001558477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004811676,"about_ca_topic_score_gemma":0.0008056908,"domain_scores_codex":[0.9998393,0.00002466425,0.00001608893,0.00004037735,0.00005413061,0.00002539355],"domain_scores_gemma":[0.999931,0.000009030896,0.00003089755,0.000006884726,0.00001023785,0.00001195673],"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":[0.00002105992,0.00001199318,0.00009256844,0.00001935956,0.000003380295,0.00001720939,0.000001964024,0.00008535321,0.9986992,0.00001142725,0.000003352215,0.001033178],"study_design_scores_gemma":[0.000002168943,0.0001248785,0.001054604,0.00000206301,0.000007565734,0.00004922162,0.000005028957,0.0005115116,0.997876,0.000007986467,0.0003571327,0.000001751539],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905449,0.0009289661,0.007762664,0.00003279198,0.00001319474,0.00002584404,0.0001968514,0.00003097546,0.0004636729],"genre_scores_gemma":[0.9903855,0.0004986222,0.007560709,0.00001594015,0.000004505956,0.00001577778,0.0002870189,0.000009108395,0.001222739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004811676,"threshold_uncertainty_score":0.001238763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06402189129438815,"score_gpt":0.2875856983714448,"score_spread":0.2235638070770566,"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."}}