{"id":"W4361214212","doi":"10.1016/j.ecoinf.2023.102087","title":"The impacts of climate change on thermal stratification and dissolved oxygen in the temperate, dimictic Mississippi Lake, Ontario","year":2023,"lang":"en","type":"article","venue":"Ecological Informatics","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Kharazmi University","keywords":"Hypolimnion; Environmental science; Baseline (sea); Temperate climate; Water quality; Climate change; Stratification (seeds); Representative Concentration Pathways; Water balance; Inflow; Surface water; Hydrology (agriculture); Climatology; Climate model; Eutrophication; Ecology; Oceanography; Nutrient; Geology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002155567,0.0001022322,0.0001344019,0.0003965223,0.002072674,0.0008020679,0.0003780925,0.0002395514,0.001248873],"category_scores_gemma":[0.0009401185,0.0001593753,0.0001681356,0.0008769589,0.0005954147,0.0003383537,0.0008057664,0.0002721235,0.00008638153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01268733,"about_ca_system_score_gemma":0.00795228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9752579,"about_ca_topic_score_gemma":0.9948869,"domain_scores_codex":[0.9997887,0.00003616052,0.00001294982,0.00003645181,0.00005539669,0.00007033016],"domain_scores_gemma":[0.9994486,0.0000631057,0.0001152328,0.0000128459,0.0002126315,0.0001476117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001547281,0.00003216216,0.9887765,0.00002826811,0.00005090168,0.0001144529,0.00347341,0.0002999062,0.001176533,0.000183347,0.0009160773,0.004793623],"study_design_scores_gemma":[0.000002684398,0.000006431271,0.9969088,0.000004572778,0.000007851418,0.00001359586,0.00216611,0.0001565771,0.00006280029,0.00001779491,0.000650512,0.00000225394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981064,0.00007092951,0.00002723687,0.0002130335,0.000002079603,0.000004351137,0.0003327154,0.000002269766,0.001241092],"genre_scores_gemma":[0.998687,0.00007041794,0.0000535335,0.00004214904,0.000002142163,0.000005259556,0.0001430796,0.00000144078,0.000995029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02474207,"threshold_uncertainty_score":0.09205353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031295294016702,"score_gpt":0.2461982235915224,"score_spread":0.2149029295748204,"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."}}