{"id":"W2050834141","doi":"10.1007/s10933-007-9168-0","title":"Recent environmental changes on Banks Island (N.W.T., Canadian Arctic) quantified using fossil diatom assemblages","year":2007,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Queen's University; University of Toronto","funders":"University of Toronto","keywords":"Diatom; Arctic; Paleolimnology; Fragilaria; Climate change; Oceanography; Arctic ecology; Archipelago; Ecology; Environmental change; Physical geography; Period (music); Geology; Global warming; Geography; Environmental science; Phytoplankton; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005965427,0.0001584426,0.000269214,0.0004004473,0.0001625015,0.00003659839,0.0002020219,0.0001765478,0.00537526],"category_scores_gemma":[0.00005146697,0.0001275292,0.00007070012,0.0001160839,0.00009705457,0.0000774245,0.000007493768,0.0003314852,0.00009031056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000514271,"about_ca_system_score_gemma":0.00009282329,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02864499,"about_ca_topic_score_gemma":0.92906,"domain_scores_codex":[0.9986547,0.00007788643,0.0003304375,0.0001597195,0.0002329687,0.0005443128],"domain_scores_gemma":[0.9989982,0.0002229712,0.000261526,0.0001357039,0.00003647531,0.000345124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001411926,0.00002850095,0.9198622,0.00000846613,0.00004198572,0.0006140014,0.000527211,0.0001155584,0.002112445,0.000007747323,0.0002967844,0.07624389],"study_design_scores_gemma":[0.0004560591,0.0005253296,0.9544054,0.00003474919,0.00003479162,0.000632806,0.0005833526,0.0002256113,0.0007079649,0.00006787153,0.04215489,0.0001711665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917598,0.003729199,0.00001307487,0.001378675,0.001304304,0.00007045212,0.0003321272,0.000004238693,0.001408118],"genre_scores_gemma":[0.9943947,0.003909555,0.00005624693,0.0008203689,0.0006706663,9.397684e-8,0.00008918057,0.00000573258,0.00005341005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.900415,"threshold_uncertainty_score":0.9955339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05545713496184303,"score_gpt":0.2663623155595323,"score_spread":0.2109051805976892,"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."}}