{"id":"W4415931531","doi":"10.22541/essoar.176236181.16811803/v1","title":"MODELING THE EFFECT OF ANTHROPOGENIC STRESSORS ON AQUATIC VEGETATION AND INTRICATE BIOGEOCHEMICAL INTERACTIONS IN A SHELLFISH-DOMINATED SHALLOW ESTUARY","year":2025,"lang":"","type":"article","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; Fisheries and Oceans Canada","funders":"","keywords":"Estuary; Biogeochemical cycle; Aquatic ecosystem; Nutrient pollution; Vegetation (pathology); Eutrophication; Nutrient; Pollution","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002058851,0.0007402569,0.0004259938,0.000308088,0.0005670376,0.0009696176,0.0008868128,0.001232017,0.0009766058],"category_scores_gemma":[0.000570686,0.0005101156,0.0007861078,0.0003042987,0.0004744021,0.0003817255,0.0008152952,0.0005717651,0.00009266505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013813,"about_ca_system_score_gemma":0.002188237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2226584,"about_ca_topic_score_gemma":0.1735582,"domain_scores_codex":[0.9999217,0.00001524154,0.000005310636,0.00002072349,0.000009939986,0.00002705834],"domain_scores_gemma":[0.9997548,0.00010494,0.00004004787,0.00001303858,0.00003985048,0.00004727941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001898973,0.00003432864,0.007358288,0.00001073481,0.00002280346,0.00004342901,0.00001507106,0.9909841,0.0007410492,0.0001549392,0.00004352944,0.0005727012],"study_design_scores_gemma":[0.000008054739,0.00001643414,0.002135905,0.000001576153,0.000009523924,0.00000462734,0.0000218405,0.9975636,0.0001081933,0.00005558396,0.00007093699,0.000003715709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989323,0.00009815779,0.007893619,0.00009802392,0.00001533436,0.00002433866,0.000324298,0.00009756396,0.002125714],"genre_scores_gemma":[0.9962822,0.0000630454,0.002465366,0.00002139504,0.000005874323,0.00002490819,0.0001943095,0.00001398747,0.0009291326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2226584,"threshold_uncertainty_score":0.4427248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009514945003215364,"score_gpt":0.2432083767417884,"score_spread":0.233693431738573,"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."}}