{"id":"W4237568790","doi":"10.22215/etd/2021-14495","title":"Paleolimnological characterization of metal(loid) sources and transport processes in Canadian subarctic lakes","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Aboriginal Affairs and Northern Development Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Subarctic climate; Biota; Environmental science; Climate change; Paleolimnology; Pollution; Environmental change; Ecology; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001836579,0.0002099133,0.0001393059,0.001913801,0.001997424,0.0009274477,0.0004189121,0.0001448737,0.001171112],"category_scores_gemma":[0.0003058868,0.0001623119,0.0001143607,0.001970635,0.000507833,0.0002136892,0.000458661,0.0001898394,0.0001341029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00921024,"about_ca_system_score_gemma":0.005789472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9726529,"about_ca_topic_score_gemma":0.9890393,"domain_scores_codex":[0.999897,0.000004794207,0.000004272139,0.00002580827,0.00003029264,0.00003779832],"domain_scores_gemma":[0.9998125,0.00001011835,0.00002324297,0.000004364686,0.0001228776,0.00002687445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001697629,0.00002785611,0.9409873,0.00006739659,0.0000440217,0.0002224261,0.004754158,0.0007424296,0.01419135,0.0004305366,0.001104354,0.03725847],"study_design_scores_gemma":[9.738101e-7,0.000003495366,0.9967525,0.000007723234,0.000007491986,0.00001929113,0.0009159214,0.0001742478,0.0006479984,0.00001559455,0.001451697,0.000003139914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935888,0.0007099012,0.0001643902,0.0001169183,0.000001750031,0.00001527196,0.0008116657,0.00001365307,0.004577504],"genre_scores_gemma":[0.9953979,0.0006496342,0.0005117166,0.00002727585,0.000002002795,0.000007694519,0.000598598,0.000008336945,0.002796877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02734709,"threshold_uncertainty_score":0.06682533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008705536365258273,"score_gpt":0.2145823594861202,"score_spread":0.2058768231208619,"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."}}