{"id":"W3205580870","doi":"10.2478/rtuect-2021-0051","title":"Quality of Lake Ecosystems and its Role in the Spread of Invasive Species","year":2021,"lang":"en","type":"article","venue":"Environmental and Climate Technologies","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"State Education Development Agency Republic of Latvia; European Regional Development Fund","keywords":"Ecosystem; Biodiversity; Elodea canadensis; Freshwater ecosystem; Invasive species; Eutrophication; Macrophyte; Environmental science; Water quality; Lake ecosystem; Habitat; Ecology; Phragmites; Aquatic ecosystem; Phytoplankton; Aquatic plant; Wetland; Nutrient; Biology","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":[0.0004709874,0.0001189822,0.0001147321,0.0005363089,0.0003093678,0.0008647215,0.0001198948,0.0002401686,0.00203645],"category_scores_gemma":[0.001127823,0.0001039037,0.0001873769,0.0005888871,0.0003300898,0.0003971529,0.0003945126,0.0003027456,0.00009214885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005292062,"about_ca_system_score_gemma":0.0003620959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008427011,"about_ca_topic_score_gemma":0.0137224,"domain_scores_codex":[0.9997061,0.00007484838,0.00002314064,0.0000451373,0.00009297751,0.00005779958],"domain_scores_gemma":[0.998534,0.0002790816,0.0006967457,0.00003878504,0.0002387574,0.0002126793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007213908,0.00005527166,0.9920014,0.00003784212,0.0000491482,0.0001554665,0.000304067,0.0001284795,0.002202521,0.0001427853,0.00009146032,0.004759465],"study_design_scores_gemma":[7.167686e-7,0.00003253232,0.9990718,0.000007759248,0.000009698329,0.00006358782,0.0002772736,0.0001469166,0.0001379496,0.00005772034,0.0001919853,0.000001953943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983057,0.0004493602,0.00007012431,0.00009455886,0.000002662602,0.000003450043,0.00008957043,0.000002127938,0.0009825663],"genre_scores_gemma":[0.9996494,0.00008128238,0.00003585626,0.000008396654,0.000001708417,9.442364e-7,0.00002652776,4.394152e-7,0.0001955668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008427011,"threshold_uncertainty_score":0.01675594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01280569051263611,"score_gpt":0.214140131313128,"score_spread":0.2013344408004919,"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."}}