{"id":"W4390571864","doi":"10.5194/bg-21-93-2024","title":"Temporary stratification promotes large greenhouse gas emissions in a shallow eutrophic lake","year":2024,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communitech","funders":"Horizon 2020; Poul Due Jensens Fond; European Commission; Danmarks Frie Forskningsfond; Poul Due Jensens Fond (Grundfos Foundation)","keywords":"Eutrophication; Greenhouse gas; Stratification (seeds); Environmental science; Oceanography; Ecology; Geology; Nutrient; 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":[0.00007040121,0.0001304071,0.0001754603,0.0001816812,0.0004230794,0.0003558886,0.0000733241,0.0001241467,0.000404334],"category_scores_gemma":[0.0001373812,0.0001660488,0.0001396944,0.0001874102,0.0002769452,0.0001914329,0.0004706851,0.0001036326,0.00005614806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000470673,"about_ca_system_score_gemma":0.0003626122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009296107,"about_ca_topic_score_gemma":0.02269443,"domain_scores_codex":[0.9999585,0.00000473906,0.000003228037,0.000008722086,0.00001015216,0.00001470576],"domain_scores_gemma":[0.9999284,0.000007149597,0.00002714826,0.000002993125,0.00001058591,0.000023701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005941635,0.00007415816,0.4734136,0.00006818556,0.00005908424,0.0003452418,0.0005734618,0.001180258,0.5183893,0.0001333984,0.0001117642,0.005057408],"study_design_scores_gemma":[0.000004182899,0.00008940645,0.9943848,0.000002028748,0.0000106047,0.00003588377,0.0001948995,0.001016344,0.004066657,0.0000443623,0.0001468759,0.000004018656],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998038,0.00001131134,0.00004746986,0.000004328861,3.074337e-7,0.000001348565,0.00002064879,0.000003318069,0.000107431],"genre_scores_gemma":[0.9998323,0.000009592132,0.00006038912,0.000003299139,3.545545e-7,0.000001939251,0.00002920085,8.098701e-7,0.00006206665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009296107,"threshold_uncertainty_score":0.018484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196636786712828,"score_gpt":0.2278325198407991,"score_spread":0.2081688411695163,"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."}}