{"id":"W4411726367","doi":"10.5194/egusphere-2025-2891","title":"Deltaic Burial of Authigenic Calcite Modulates the Carbon Balance of Hardwater Lakes","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Université de Lausanne; Université de Genève; Eidgenössische Technische Hochschule Zürich; École Polytechnique Fédérale de Lausanne; Université Savoie Mont Blanc; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Authigenic; Calcite; Geology; Balance (ability); Geochemistry; Carbon fibers; Earth science; Sedimentary rock; Materials science","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":[0.00009212548,0.0001421607,0.000152627,0.0004053048,0.0002802804,0.0006052765,0.0001199834,0.0001832762,0.0008320878],"category_scores_gemma":[0.0002640621,0.0001762245,0.000098378,0.000275497,0.0003187429,0.0002797022,0.0003909354,0.0001077948,0.000117403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003359402,"about_ca_system_score_gemma":0.0002058629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01136242,"about_ca_topic_score_gemma":0.02268312,"domain_scores_codex":[0.999956,0.00000707015,0.000003373567,0.00001354871,0.00000768074,0.00001245731],"domain_scores_gemma":[0.9998441,0.00002161788,0.00005834173,0.00001004902,0.00002631012,0.00003962834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003249567,0.00003244608,0.8283644,0.00003969005,0.0000655667,0.0001604052,0.0008293928,0.0002948753,0.1648941,0.0001070449,0.0001703484,0.004716723],"study_design_scores_gemma":[0.000002388849,0.00001315122,0.9988758,0.000001128043,0.000004936733,0.00001051868,0.0001011832,0.0002012161,0.0006882602,0.00001175176,0.00008792395,0.000001670351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997838,0.00002556107,0.00001481981,0.00000578656,3.682023e-7,6.108914e-7,0.0000354312,0.000002316206,0.000131272],"genre_scores_gemma":[0.999773,0.00001779352,0.00001890941,0.00000672849,8.130762e-7,0.000001319278,0.00004450742,0.000001929711,0.0001350016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01136242,"threshold_uncertainty_score":0.02259254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581349953028697,"score_gpt":0.2233117240876117,"score_spread":0.2074982245573247,"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."}}