{"id":"W2105384420","doi":"10.4319/lo.2010.55.3.1265","title":"Nitrogen fixation may not balance the nitrogen pool in lakes over timescales relevant to eutrophication management","year":2010,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Eutrophication; Phytoplankton; Nutrient; Animal science; Biomass (ecology); Environmental science; Chlorophyll a; Nitrogen; Human fertilization; Phosphorus; Ecosystem; Food web; Nitrogen balance; Ecology; Biology; Agronomy; Botany; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002478635,0.000113672,0.000115091,0.00007873787,0.0001252251,0.00001935118,0.0001881584,0.0001035374,0.0001416171],"category_scores_gemma":[0.00001135809,0.0000832365,0.00003825022,0.0002802931,0.0001430899,0.00007920273,0.00009773079,0.0001822252,0.00010553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001187356,"about_ca_system_score_gemma":0.000002432635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004428422,"about_ca_topic_score_gemma":0.001056828,"domain_scores_codex":[0.9991687,0.00005590178,0.0001910003,0.0002574921,0.0001161613,0.0002107248],"domain_scores_gemma":[0.9995453,0.00006183028,0.00007195547,0.000264844,0.000004682562,0.00005137603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003368972,0.00003535281,0.9858778,0.00001039668,0.0000194315,0.00000387745,0.0002273489,0.00007914021,0.001507165,0.009157207,0.0005451089,0.002503442],"study_design_scores_gemma":[0.0003113463,0.00006215145,0.9665942,0.00001338575,0.00002205747,0.00001252628,0.00007934091,0.003627852,0.0003935976,0.0113127,0.01740065,0.0001701906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955816,0.00004437084,0.0001728755,0.001985458,0.0001261398,0.0003402986,0.00001303451,0.00002412565,0.001712117],"genre_scores_gemma":[0.9979598,0.00007130137,0.0010861,0.0006875128,0.00003078743,0.00003711809,0.00001424312,0.000007805538,0.0001053621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01928363,"threshold_uncertainty_score":0.3394286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004335742544625596,"score_gpt":0.2063985226709741,"score_spread":0.2020627801263485,"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."}}