{"id":"W3165282863","doi":"10.1038/s41586-021-03550-y","title":"Widespread deoxygenation of temperate lakes","year":2021,"lang":"en","type":"article","venue":"Nature","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":672,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Ministry of the Environment, Conservation and Parks; University of Regina","funders":"Centre for Ecology and Hydrology; European Social Fund; U.S. Army Corps of Engineers; European Regional Development Fund; Leibniz-Gemeinschaft; Natural Environment Research Council; State University of New York Oneonta; University of California, Davis; National Science Foundation; New York State Department of Environmental Conservation; Belgian Federal Science Policy Office; National Park Service; Institut National de la Recherche Agronomique; Uniwersytet Warmińsko-Mazurski w Olsztynie; University of Regina; Belarusian State University; Sveriges Lantbruksuniversitet; Queen's University; Queen's University Belfast; European Commission; McGill University; Uppsala Universitet; Global Lake Ecological Observatory Network; Ministère de l’Environnement, de la Protection de la nature et des Parcs; University of Montana; State University of New York; Oklahoma Department of Wildlife Conservation; Rensselaer Polytechnic Institute; Fondazione Edmund Mach; Natural Sciences and Engineering Research Council of Canada; University of Miami; Minnesota Department of Natural Resources","keywords":"Deoxygenation; Temperate climate; Environmental science; Chemistry; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00008680221,0.00004772709,0.00007566016,0.000007200265,0.00002809222,0.000007344285,0.00006730296,0.0002765806,0.001181419],"category_scores_gemma":[0.00006166518,0.00004087397,0.00002646718,0.0001376813,0.00001863266,0.00005959131,0.00003474733,0.0002848401,0.00008010922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002668133,"about_ca_system_score_gemma":0.00001076734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002023511,"about_ca_topic_score_gemma":0.0005721736,"domain_scores_codex":[0.9995414,0.00002345606,0.00009938445,0.000110435,0.0001543274,0.00007100282],"domain_scores_gemma":[0.999754,0.0000301999,0.00004612085,0.0001310817,0.00001450647,0.00002413893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002642874,0.0002304721,0.4890433,0.0001518554,0.0000662501,0.00005631461,0.001173272,0.004356269,0.4116916,0.03277315,0.0461584,0.01427271],"study_design_scores_gemma":[0.001053904,0.0001042035,0.5310094,0.0002058343,0.00005231212,0.0001044455,0.0004453922,0.02662492,0.2100126,0.01146454,0.2182444,0.0006779977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971549,0.0002292835,0.0001388005,0.0003096029,0.0002200048,0.00004886207,0.00001783467,0.00001162521,0.02747494],"genre_scores_gemma":[0.9970832,0.00001227063,0.0008303922,0.0002209968,0.00002282049,0.000001737684,0.00001979316,0.000004420783,0.001804305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201679,"threshold_uncertainty_score":0.9997317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004392609725073519,"score_gpt":0.2186890585126636,"score_spread":0.2142964487875901,"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."}}