{"id":"W4381618465","doi":"10.1007/s10533-023-01054-7","title":"Quantifying erosion rates and weathering pathways that maximize soil organic carbon storage","year":2023,"lang":"en","type":"article","venue":"Biogeochemistry","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Weathering; Soil production function; Bedrock; Erosion; Cosmogenic nuclide; Soil carbon; Soil science; Soil water; Pedogenesis; Environmental science; Earth science; Geology; Carbon sequestration; Hydrology (agriculture); Geomorphology; Chemistry; Carbon dioxide; Geotechnical engineering","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":[0.0003209356,0.0002970092,0.0001795208,0.0002715385,0.0001934729,0.0006416188,0.0001634137,0.0003865882,0.0004127269],"category_scores_gemma":[0.0007204078,0.0002041013,0.0001603772,0.000260052,0.0001915261,0.0006983495,0.0001415379,0.0001968497,0.0000618694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004069234,"about_ca_system_score_gemma":0.0004298321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002456454,"about_ca_topic_score_gemma":0.00727863,"domain_scores_codex":[0.9999236,0.000009978595,0.000003887524,0.00003913494,0.000009006067,0.000014345],"domain_scores_gemma":[0.9997777,0.0001231784,0.00005284742,0.00001298656,0.00001377656,0.00001947919],"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":[0.001159295,0.0005867303,0.1970178,0.000242262,0.000240937,0.0001313045,0.000100925,0.2328691,0.5195668,0.003824432,0.0002670607,0.04399326],"study_design_scores_gemma":[0.000179513,0.0005737927,0.1699029,0.00002081647,0.0002056729,0.0001485569,0.0002666547,0.5735617,0.248655,0.005532119,0.0009052079,0.00004806612],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974378,0.00006376324,0.002024621,0.00001388144,0.000001062805,0.000005899225,0.0000895472,0.00001608113,0.00034729],"genre_scores_gemma":[0.9979881,0.00004766251,0.00182058,0.000003218093,7.603907e-7,0.000003140648,0.00005859644,0.000003828843,0.00007419947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002456454,"threshold_uncertainty_score":0.004884243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087082393864562,"score_gpt":0.2082366448873662,"score_spread":0.1873658209487206,"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."}}