{"id":"W7056089015","doi":"","title":"Examining Seasonality of Zooplankton Communities and Water Quality in Yellowknife Area Lakes, Northwest Territories","year":2024,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Pulsed Power Technology Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hypolimnion; Water quality; Eutrophication; Zooplankton; Hydrology (agriculture); Plankton; Aeration; Organic matter; Dissolved organic carbon","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":[0.0003696228,0.0001887548,0.0002672013,0.0003205837,0.0001483811,0.00005850342,0.0004035528,0.0001916274,0.00004539773],"category_scores_gemma":[0.00001377327,0.0002010747,0.00004392465,0.0005243084,0.0003943219,0.0005315656,0.0002175767,0.0007539403,0.000006558573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001254614,"about_ca_system_score_gemma":0.00003437982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102489,"about_ca_topic_score_gemma":0.02369706,"domain_scores_codex":[0.9990509,0.0001314048,0.000229982,0.000189215,0.0001296467,0.0002688148],"domain_scores_gemma":[0.9991406,0.0002097374,0.00002215814,0.0005114539,0.00004164752,0.00007445803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000341101,0.00009129527,0.9623857,0.0003836147,0.0002104069,0.0001231687,0.004130591,0.0003157565,0.005404115,0.02511797,0.0003607504,0.001442554],"study_design_scores_gemma":[0.001475016,0.0001120451,0.5328864,0.0007492321,0.0002077547,0.00005183453,0.01426078,0.002165654,0.02345,0.003207566,0.4200744,0.001359363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927934,0.0005855161,0.0002620174,0.0001946828,0.0001465133,0.000135977,0.0004811507,0.0004550313,0.004945665],"genre_scores_gemma":[0.9991998,0.0001002376,0.0002167566,0.000009786927,0.00001213418,0.000004061226,0.0002233153,0.00002207316,0.0002118137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4294993,"threshold_uncertainty_score":0.9941179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02010229984823169,"score_gpt":0.2213441888871593,"score_spread":0.2012418890389276,"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."}}