{"id":"W2052741193","doi":"10.1007/s10933-007-9162-6","title":"Paleolimnological evidence of mining and demographic impacts on Lac Dauriat, Schefferville (subarctic Québec, Canada)","year":2007,"lang":"ceb","type":"article","venue":"Journal of Paleolimnology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; Université du Québec à Trois-Rivières; Université Laval; Center for Northern Studies","funders":"","keywords":"Eutrophication; Paleolimnology; Subarctic climate; Trophic state index; Diatom; Population; Sediment; Water quality; Environmental science; Ecology; Oceanography; Geology; Nutrient; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004925623,0.0004246403,0.001253297,0.0007898391,0.0002238322,0.00007645982,0.0008999287,0.0004643458,0.0004622035],"category_scores_gemma":[0.003986312,0.0003289236,0.0002375178,0.0006463752,0.001027823,0.0003005495,0.0002976088,0.0009159634,0.00001018225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000250589,"about_ca_system_score_gemma":0.003213251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08144147,"about_ca_topic_score_gemma":0.6179851,"domain_scores_codex":[0.9945176,0.0006406659,0.001709239,0.0004919453,0.00129802,0.001342576],"domain_scores_gemma":[0.9927738,0.003757497,0.001535308,0.0004799262,0.0006862628,0.0007672468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003179702,0.0005674517,0.7757751,0.0009755972,0.0004724276,0.002529475,0.000824297,0.00005256324,0.2052209,0.001029004,0.001415983,0.00795755],"study_design_scores_gemma":[0.002378805,0.007418699,0.941258,0.002560274,0.0002730348,0.001436473,0.00202739,0.00009021418,0.04042049,0.0002093306,0.001346176,0.0005810906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597944,0.03290088,0.00004893587,0.005654624,0.001034803,0.0002045525,0.00001006809,0.00001051025,0.0003412133],"genre_scores_gemma":[0.9921966,0.006283226,0.000640945,0.0003704948,0.0004228792,0.000001583371,3.766348e-7,0.00002815244,0.00005579893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5365435,"threshold_uncertainty_score":0.9999163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03496234492625322,"score_gpt":0.3132181167212764,"score_spread":0.2782557717950231,"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."}}