{"id":"W2553815609","doi":"10.1002/lno.10454","title":"Reconstructing the seasonal dynamics and relative contribution of the major processes sustaining CO<sub>2</sub> emissions in northern lakes","year":2016,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec; Université du Québec à Montréal","keywords":"Environmental science; Hypolimnion; Benthic zone; Abiotic component; Carbon cycle; Climate change; Greenhouse gas; Seasonality; Pelagic zone; Hydrology (agriculture); Atmospheric sciences; Ecology; Ecosystem; Eutrophication; Nutrient; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002269613,0.0002194579,0.0001780035,0.000411104,0.0002575768,0.0004557981,0.0002038473,0.000272198,0.0003913685],"category_scores_gemma":[0.0004358458,0.0002335996,0.000301455,0.0003786366,0.000221367,0.0003044437,0.0002742255,0.0001336507,0.00006703603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005216047,"about_ca_system_score_gemma":0.0003902313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01760546,"about_ca_topic_score_gemma":0.02428231,"domain_scores_codex":[0.9999599,0.000008381691,0.000002708867,0.00001506964,0.000004754258,0.000009098421],"domain_scores_gemma":[0.9998322,0.00005951419,0.00004654135,0.00001371977,0.00002383331,0.00002426264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003181821,0.00007459808,0.8142756,0.00006288501,0.0001426045,0.0001278909,0.0004774996,0.08924233,0.0801665,0.0002927244,0.0001893191,0.01462998],"study_design_scores_gemma":[0.000009591116,0.0000275841,0.758538,0.000003629115,0.00003301328,0.00003481225,0.0001588446,0.237431,0.00338506,0.0001562004,0.0002071028,0.00001520503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993178,0.00001666007,0.0004899775,0.000007642282,3.809312e-7,8.385288e-7,0.00005516104,0.00001539658,0.00009625807],"genre_scores_gemma":[0.9994414,0.00001294199,0.00042098,0.000001677181,6.814323e-7,0.000002297488,0.00008369955,0.000004235039,0.00003191315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01760546,"threshold_uncertainty_score":0.03500599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004582530937190361,"score_gpt":0.1820222693508197,"score_spread":0.1774397384136293,"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."}}