{"id":"W4417091831","doi":"10.1029/2025jg008974","title":"Coupled Dynamics of Wetlandscape Properties and Phytoplankton Bloom Magnitude and Extent in Lake Winnipeg","year":2025,"lang":"en","type":"article","venue":"Journal of Geophysical Research Biogeosciences","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Multiple Sclerosis Society of Canada; University of Toronto; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Environment and Climate Change Canada","keywords":"Bloom; Wetland; Eutrophication; Algal bloom; Nutrient; Phytoplankton; Surface runoff","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":[0.0002585383,0.0002023965,0.0002082382,0.0007236711,0.0006659349,0.0009924854,0.0004467238,0.0001959407,0.0008278953],"category_scores_gemma":[0.0009342733,0.0001908002,0.000229073,0.0009935157,0.0003354262,0.0002953866,0.0007879877,0.0001733654,0.00004786643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01026604,"about_ca_system_score_gemma":0.00512267,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9600686,"about_ca_topic_score_gemma":0.9720989,"domain_scores_codex":[0.9998548,0.00001770808,0.000008293447,0.00003563412,0.00002806785,0.00005551628],"domain_scores_gemma":[0.9997365,0.00002526276,0.0000470461,0.000008895481,0.00009861525,0.0000836833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008571576,0.00003654967,0.9894215,0.00002586355,0.0001217823,0.0001226077,0.0005881298,0.002600764,0.00183792,0.0002121508,0.0005673303,0.004379641],"study_design_scores_gemma":[0.00000671588,0.0000089799,0.9927403,0.00000765527,0.0000230932,0.00001658829,0.0006641244,0.005785618,0.0001610138,0.0000494412,0.0005293988,0.000007177011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991618,0.00003523379,0.00005987762,0.00004813188,0.000001910327,0.000008118444,0.0004212975,0.000004790261,0.0002588148],"genre_scores_gemma":[0.9994498,0.0000249804,0.0001187669,0.00001008528,6.763071e-7,0.000005434428,0.0002038795,0.000001492279,0.0001849188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03993142,"threshold_uncertainty_score":0.08033311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327701197513559,"score_gpt":0.2816477759686621,"score_spread":0.2583707639935265,"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."}}