{"id":"W4414943493","doi":"10.1016/j.marpolbul.2025.118793","title":"Seaweed and shellfish mariculture as nature-based solutions: Mitigating nutrient pollution from coastal fish mariculture and sewage","year":2025,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"State Key Laboratory of Marine Environmental Science; Anhui Provincial Department of Education; Key Scientific Research Project of Colleges and Universities in Henan Province; Ministry of Natural Resources","keywords":"Mariculture; Shellfish; Eutrophication; Aquaculture; Sewage; Pollution; Nutrient; Marine pollution; Fish farming","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":[0.0003337198,0.0003359931,0.0001418864,0.0006280267,0.0004529628,0.001998482,0.0002972352,0.0004090786,0.002861735],"category_scores_gemma":[0.0003724122,0.00006440707,0.0003074539,0.0006870627,0.000471619,0.0005508704,0.001098149,0.0004076675,0.0001602488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229393,"about_ca_system_score_gemma":0.002833248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02512519,"about_ca_topic_score_gemma":0.1285956,"domain_scores_codex":[0.99979,0.00006098353,0.00001249285,0.00001848265,0.0000796959,0.00003823633],"domain_scores_gemma":[0.9997457,0.0000296527,0.00006104233,0.000009884632,0.0000859237,0.00006783143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005685412,0.00102376,0.08109399,0.001292801,0.000251734,0.0007191238,0.0007086645,0.004584596,0.08413084,0.01824448,0.0121309,0.7952506],"study_design_scores_gemma":[0.000234264,0.003729289,0.4590926,0.001409278,0.001085048,0.001070636,0.01315775,0.02375261,0.07308292,0.01585956,0.4074013,0.0001248134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8209561,0.02520412,0.01002014,0.02564008,0.000655768,0.0001305349,0.0003694286,0.0001870151,0.1168367],"genre_scores_gemma":[0.9607291,0.01534223,0.008975778,0.001224433,0.0001060136,0.00002503827,0.0001036211,0.0000119459,0.01348178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02512519,"threshold_uncertainty_score":0.04995793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002478815506521063,"score_gpt":0.181955955733052,"score_spread":0.179477140226531,"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."}}