{"id":"W3123860069","doi":"10.1007/s10933-021-00175-z","title":"Effects of climate change and industrialization on Lake Bolshoe Toko, eastern Siberia","year":2021,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Center for Northern Studies","funders":"Ministry of Science and Higher Education of the Russian Federation; Russian Foundation for Basic Research","keywords":"Paleolimnology; Diatom; Climate change; Plankton; Environmental science; Oceanography; Dominance (genetics); Boreal; Physical geography; Holocene; Ecosystem; Sedimentology; Macrophyte; Ecology; Geology; Geography; Geochemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003266792,0.000247713,0.0002454781,0.0009849871,0.000740148,0.0006343428,0.0002075979,0.000257634,0.001273144],"category_scores_gemma":[0.0003821354,0.0001383451,0.0002803748,0.001177041,0.0004481959,0.0003256624,0.0007412233,0.0001961318,0.0001017114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144083,"about_ca_system_score_gemma":0.0006339242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06081725,"about_ca_topic_score_gemma":0.08767929,"domain_scores_codex":[0.9998974,0.00002147095,0.00001045396,0.00002239304,0.00001417417,0.00003408818],"domain_scores_gemma":[0.9997663,0.0000314573,0.00007703654,0.00001447847,0.00004169975,0.00006907599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001388114,0.00002559948,0.9924616,0.00002968954,0.00008550854,0.0002545814,0.0005365203,0.0003833927,0.002976669,0.00003806339,0.00008249511,0.002987066],"study_design_scores_gemma":[0.000001051331,0.000003720785,0.9996773,0.00000185258,0.000006018455,0.000008335272,0.0001293719,0.00008293291,0.00004102502,0.000005193143,0.00004228251,8.208538e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995711,0.00008170087,0.000009012771,0.00002215272,0.000001492013,7.479082e-7,0.0001036326,0.000001490513,0.0002086784],"genre_scores_gemma":[0.9996667,0.00005719704,0.00001326529,0.000009658392,0.000002273342,0.0000015007,0.0001715673,8.169917e-7,0.00007708501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06081725,"threshold_uncertainty_score":0.1209265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564906332954679,"score_gpt":0.2616144896224495,"score_spread":0.2259654262929027,"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."}}