{"id":"W4414062014","doi":"10.1016/j.cej.2025.168182","title":"Dual scheme biocatalytic pre-treatment and AHL mediated quorum sensing activation to accelerate biofilm formation: A multi-perspective technology for the sustainable biodegradation of marine microplastics","year":2025,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Research Council Canada; Tamilnadu State Council For Science And Technology; SRM Institute of Science and Technology; Department of Science and Technology, Ministry of Science and Technology, India; Society for Range Management","keywords":"Microplastics; Biofilm; Quorum sensing; Biodegradation; Biofouling; Lipase; Laccase; Extracellular polymeric substance","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":[0.0002103226,0.0005422235,0.0003908718,0.0002413094,0.0002226848,0.0004145267,0.0003976551,0.0007319675,0.001098092],"category_scores_gemma":[0.0001355313,0.0002335143,0.0004097928,0.0002006683,0.000202211,0.0004722612,0.0004627279,0.000905506,0.0004874945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493295,"about_ca_system_score_gemma":0.0004176131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005689749,"about_ca_topic_score_gemma":0.001381695,"domain_scores_codex":[0.9997577,0.00002273563,0.00002010701,0.00005092975,0.00008889924,0.00005956017],"domain_scores_gemma":[0.9999182,0.000009180835,0.00002142661,0.00001080612,0.0000234972,0.00001680629],"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":[0.00005631624,0.00003109604,0.000037452,0.00005683544,0.000003972655,0.00002175043,0.000009218869,0.00006173196,0.9973259,0.0001427546,0.00006586553,0.002187021],"study_design_scores_gemma":[0.000004738466,0.00008777828,0.0001447004,0.000001589393,0.00000560853,0.00002590239,0.00000494384,0.0006183797,0.9984762,0.00002186008,0.0006025645,0.000005665038],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321163,0.003600987,0.0575772,0.000728427,0.0003971751,0.0001651961,0.0004960907,0.0005947034,0.004324016],"genre_scores_gemma":[0.974661,0.0009732559,0.01982184,0.0001226777,0.00002941331,0.00005727179,0.0001783423,0.00001796921,0.004138257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001098092,"threshold_uncertainty_score":0.003673494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006689765983477411,"score_gpt":0.2190131955796669,"score_spread":0.2123234295961896,"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."}}