{"id":"W4406377808","doi":"10.1016/j.scitotenv.2025.178484","title":"Effects of wastewater on phosphorus, nitrogen, and nuisance benthic algae in nearshore regions of a large lake","year":2025,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Toronto and Region Conservation Authority; University of Windsor","funders":"Mitacs","keywords":"Nuisance; Benthic zone; Phosphorus; Algae; Environmental science; Oceanography; Nitrogen; Ecology; Wastewater; Fishery; Biology; Environmental engineering; Chemistry; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002959057,0.0003073021,0.0004025222,0.0002511911,0.0004579334,0.0007016934,0.0003281304,0.000430673,0.0004459571],"category_scores_gemma":[0.0004837709,0.0002000339,0.0005069296,0.0003854175,0.0004799089,0.0002769051,0.0004794787,0.0003400109,0.00005683556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004405746,"about_ca_system_score_gemma":0.001677001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2081243,"about_ca_topic_score_gemma":0.4024711,"domain_scores_codex":[0.9996612,0.00005023218,0.00002311036,0.00009034268,0.00008812871,0.00008687036],"domain_scores_gemma":[0.9995408,0.00009064956,0.0001544984,0.0000225488,0.0001068789,0.00008463614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003245614,0.0009124539,0.6588197,0.000231303,0.0002932708,0.0007693187,0.001284454,0.005622715,0.3145272,0.0001099496,0.0002968594,0.01388712],"study_design_scores_gemma":[0.0000148384,0.001478845,0.9838017,0.00000473569,0.00007282336,0.00003317306,0.0005377175,0.002835005,0.01078562,0.00003013369,0.000392311,0.00001328458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997078,0.00003596576,0.00004538458,0.00001261184,0.000001130492,0.000005544884,0.00005509664,0.000003225062,0.0001334127],"genre_scores_gemma":[0.9990452,0.00005601212,0.0001417145,0.00003042513,0.000001050323,0.000009231901,0.0001521686,0.000001566608,0.0005626286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2081243,"threshold_uncertainty_score":0.4138257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003650673206372729,"score_gpt":0.1962167123147167,"score_spread":0.1925660391083439,"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."}}