{"id":"W2671945909","doi":"10.1002/lno.10615","title":"Coupled simulation of high‐frequency dynamics of dissolved oxygen and chlorophyll widens the scope of lake metabolism studies","year":2017,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; National Research, Development and Innovation Office; Global Lake Ecological Observatory Network","keywords":"Primary production; Environmental science; Diel vertical migration; Eutrophication; Phytoplankton; Hypolimnion; Atmospheric sciences; Chlorophyll a; Biomass (ecology); Ecosystem; Ecology; Biology; Nutrient; Botany; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007623688,0.0004509219,0.0005096029,0.0002032707,0.0002138001,0.0006287208,0.0004831048,0.0006313508,0.0004293464],"category_scores_gemma":[0.001415425,0.0004513896,0.0005765741,0.0001991132,0.0004349165,0.0006659942,0.0007910248,0.0004764682,0.00004880949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005332283,"about_ca_system_score_gemma":0.0008815003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01343296,"about_ca_topic_score_gemma":0.008033302,"domain_scores_codex":[0.9998875,0.00004019174,0.00000625879,0.00002749331,0.00001988169,0.00001865537],"domain_scores_gemma":[0.9995428,0.0002819844,0.00005115018,0.0000343171,0.00004545246,0.00004440382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002610957,0.00002188584,0.003635741,0.000006608512,0.00003000182,0.000009948956,0.00001245774,0.9936674,0.0006358442,0.0002571661,0.00002285489,0.001673926],"study_design_scores_gemma":[0.000004099879,0.000009288128,0.0006493516,5.920608e-7,0.000004279666,9.448049e-7,0.000001920589,0.9990548,0.0000901639,0.0001599626,0.00002283038,0.0000016313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232779,0.00008988794,0.0750498,0.0001313674,0.0000159465,0.00002422072,0.0000937869,0.0001431838,0.001173911],"genre_scores_gemma":[0.9954714,0.00002990794,0.004191156,0.00001130615,0.000003689091,0.00002163853,0.00004897757,0.000007448141,0.0002145363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343296,"threshold_uncertainty_score":0.0267095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414651063171233,"score_gpt":0.2318851846399067,"score_spread":0.2177386740081944,"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."}}