{"id":"W2048648115","doi":"10.1023/b:jopl.0000029430.78278.a5","title":"Diatom taxonomic and morphological changes as indicators of metal pollution and recovery in Lac Dufault (Québec, Canada)","year":2004,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":175,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diatom; Fragilaria; Paleolimnology; Sediment; Pollution; Oceanography; Period (music); Biology; Phytoplankton; Ecology; Environmental science; Geology; Nutrient; Paleontology","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":[0.0004345814,0.0003956661,0.0003975616,0.001666073,0.003044043,0.001194658,0.001338126,0.0007557432,0.002442074],"category_scores_gemma":[0.0007603326,0.0003088644,0.0003101468,0.003121269,0.0009787462,0.0003819633,0.0006056703,0.0005943986,0.0005001578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02652245,"about_ca_system_score_gemma":0.01100246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969018,"about_ca_topic_score_gemma":0.9990106,"domain_scores_codex":[0.9996186,0.00004026555,0.00001848181,0.00008956882,0.0001050592,0.000127924],"domain_scores_gemma":[0.9988896,0.00005223721,0.0001421881,0.00002360136,0.0006676107,0.0002247653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006392792,0.0001616775,0.9606073,0.00009459326,0.0001751588,0.0004714795,0.003771649,0.0006863025,0.005401792,0.0002274829,0.004372521,0.02339068],"study_design_scores_gemma":[0.000008725437,0.00002422491,0.9971442,0.00001343241,0.00001209039,0.00003300037,0.0009767405,0.000219115,0.0001449529,0.00001024682,0.001405746,0.000007513752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928411,0.0008076941,0.0002321992,0.0003159521,0.00001984521,0.00005238954,0.003234695,0.00002926771,0.002466832],"genre_scores_gemma":[0.9889907,0.0003360568,0.0004528643,0.0001875387,0.000006505592,0.00003464972,0.001681705,0.00001316589,0.008296901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02652245,"threshold_uncertainty_score":0.1924347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008438125843051668,"score_gpt":0.2011085725372576,"score_spread":0.1926704466942059,"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."}}