{"id":"W7110046104","doi":"10.2139/ssrn.5871514","title":"Alginate-Aided Encapsulation: A Novel and Facile Approach to Strengthen the Resilience of Aerobic Granular Sludge under Glycol-Induced C/N Stress","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Extracellular polymeric substance; Granule (geology); Activated sludge; Ethylene glycol; Bioreactor; Nitrogen","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":[0.0001827666,0.0004465703,0.0003016588,0.0001382265,0.0001378939,0.0004768555,0.0002352141,0.00041562,0.0004523732],"category_scores_gemma":[0.0002054654,0.0001408709,0.0004518698,0.0001437093,0.0002137294,0.0003695475,0.0005223077,0.0004858498,0.0002081918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003370232,"about_ca_system_score_gemma":0.0002587514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008397939,"about_ca_topic_score_gemma":0.00145733,"domain_scores_codex":[0.9998435,0.00001697921,0.00001508619,0.00003740901,0.0000417079,0.00004530434],"domain_scores_gemma":[0.9998956,0.00001208203,0.00003661547,0.00002042203,0.0000156445,0.00001969455],"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":[0.00004423586,0.000011908,0.0000639581,0.00004507247,0.000005257692,0.00002625686,0.00001678412,0.0001039748,0.9972987,0.0001023824,0.00004531897,0.00223632],"study_design_scores_gemma":[0.000006621086,0.00008010853,0.0005008897,0.000004374576,0.00001258056,0.00004907535,0.000007287628,0.0006993434,0.9970631,0.00002057291,0.001546683,0.0000093531],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755414,0.001602032,0.02001015,0.0002579232,0.0001236853,0.00006623605,0.0002435389,0.0001897479,0.001965213],"genre_scores_gemma":[0.9893228,0.0005485981,0.007902518,0.00007977576,0.00001220188,0.00002354129,0.00009679712,0.00003937213,0.001974417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008397939,"threshold_uncertainty_score":0.002445281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01871198264088596,"score_gpt":0.2344875915518913,"score_spread":0.2157756089110054,"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."}}