{"id":"W4401829457","doi":"10.1016/j.mbs.2024.109285","title":"Stoichiometric theory in aquatic carbon sequestration under elevated carbon dioxide","year":2024,"lang":"en","type":"article","venue":"Mathematical Biosciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Carbon sequestration; Carbon dioxide; Carbon dioxide in Earth's atmosphere; Environmental science; Eutrophication; Environmental chemistry; Total inorganic carbon; Algae; Biomass (ecology); Atmospheric carbon cycle; Carbon respiration; Carbon cycle; Negative carbon dioxide emission; Carbon fibers; Ecosystem; Aquatic ecosystem; Ecology; Chemistry; Nutrient; Biology; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.001258037,0.0001470228,0.000199612,0.0004807972,0.00005052697,0.0001883689,0.0002386817,0.000069421,0.0004076424],"category_scores_gemma":[0.000211089,0.00009819253,0.00004290609,0.002246414,0.0001332761,0.0001902259,0.00001786636,0.0001463456,0.0001300138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349276,"about_ca_system_score_gemma":0.0001026163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001836288,"about_ca_topic_score_gemma":0.002422683,"domain_scores_codex":[0.9983602,0.0001468461,0.0003538227,0.0003441453,0.0004613296,0.0003336695],"domain_scores_gemma":[0.9991105,0.0005834455,0.00004005575,0.0001529523,0.00001115782,0.0001019046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001439176,0.0005896282,0.2736094,0.00290848,0.0001625608,0.0006567914,0.004855873,0.002732639,0.01430703,0.3570265,0.00007157117,0.3429356],"study_design_scores_gemma":[0.0001565493,0.0002314989,0.02970641,0.0002280555,0.00002369712,0.00003286031,0.0009679858,0.6622508,0.0009464245,0.3050095,0.00009975451,0.0003464908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.899193,0.000494902,0.0003521109,0.0002401093,0.0003067177,0.000209037,0.000004969493,0.0001054672,0.09909363],"genre_scores_gemma":[0.9990615,0.00001804697,0.0001343534,0.00005180184,0.00005221168,0.000004041538,0.000008285182,0.000003518651,0.0006662165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6595181,"threshold_uncertainty_score":0.4463398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750081443015209,"score_gpt":0.230093100009334,"score_spread":0.2125922855791819,"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."}}