{"id":"W7123280364","doi":"10.5683/sp3/mtiwku","title":"Physicochemistry and metal concentrations in water, sediments, zooplankton, and Hyalella azteca from lakes in Yellowknife, NWT, Canada [2024]","year":2025,"lang":"","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal","funders":"","keywords":"Hyalella azteca; Bioaccumulation; Trace metal; Biota; Sulfur; Zooplankton; Arsenic; Water pollution; Hypolimnion","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004022535,0.001210796,0.0008489904,0.00283146,0.001641276,0.001506873,0.001692838,0.000673287,0.005247822],"category_scores_gemma":[0.001321946,0.0004101189,0.0008240992,0.008056396,0.0003893661,0.0003616821,0.00118092,0.0006362504,0.003575264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009920809,"about_ca_system_score_gemma":0.01441358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9504365,"about_ca_topic_score_gemma":0.973931,"domain_scores_codex":[0.9995684,0.00001709446,0.00003464194,0.0001210324,0.0001498356,0.0001090294],"domain_scores_gemma":[0.9985398,0.00004870551,0.0001506429,0.0001028547,0.001023971,0.0001339465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004241931,0.00009608011,0.2062845,0.003363014,0.0007436515,0.0003550203,0.0005314736,0.002333241,0.002763409,0.0009746244,0.7587333,0.02339756],"study_design_scores_gemma":[0.0001616467,0.00002800124,0.5093012,0.0006407775,0.0002157676,0.000158644,0.0008246898,0.001477344,0.001503098,0.000380593,0.4852242,0.0000840827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.004662575,0.000183138,0.0000642008,0.00004170178,0.000009139751,0.00001382758,0.9942669,0.00006978329,0.0006887738],"genre_scores_gemma":[0.008570621,0.0001855723,0.0005297554,0.00004096786,0.000004255738,0.00005317794,0.9898151,0.00001750165,0.0007829435],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04956347,"threshold_uncertainty_score":0.09971064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005923270951589156,"score_gpt":0.2196623957804694,"score_spread":0.2137391248288803,"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."}}