{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002684043,0.0001023541,0.0002294249,0.00001807756,0.00004515002,0.000008080447,0.0001417686,0.00007637207,0.0001828695],"category_scores_gemma":[0.0000321381,0.00007035688,0.00002764694,0.00007148266,0.0002616408,0.00007504386,0.0003558534,0.00008294499,0.00001132242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001933752,"about_ca_system_score_gemma":0.000002204967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000046105,"about_ca_topic_score_gemma":0.004390313,"domain_scores_codex":[0.9991642,0.00005808219,0.000294392,0.0001846248,0.0001600886,0.0001385975],"domain_scores_gemma":[0.999513,0.0001309901,0.0001476834,0.0001957002,0.000001040281,0.000011553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007501454,0.00008456305,0.8908927,0.0001066718,0.000007879559,0.000006163691,0.0006787864,0.00001503571,0.1034475,0.003321765,0.00001127774,0.001420187],"study_design_scores_gemma":[0.0003316405,0.00009456561,0.909235,0.00006261186,0.00001035778,0.0000328805,0.03843428,0.0003088006,0.04819003,0.00214,0.0009938151,0.0001660289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958461,0.001030821,0.000001928035,0.0001318287,0.00001631735,0.0001425234,0.0001810398,0.00001590231,0.002633573],"genre_scores_gemma":[0.9971421,0.002701354,0.00007241871,0.00001138357,0.000002325671,0.00001184686,0.0000135818,0.000004027216,0.00004089888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05525744,"threshold_uncertainty_score":0.286907,"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."}}