{"id":"W4220674415","doi":"10.5194/gmd-15-2105-2022","title":"RADIv1: a non-steady-state early diagenetic model for ocean sediments in Julia and MATLAB/GNU Octave","year":2022,"lang":"en","type":"article","venue":"Geoscientific model development","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University; California Institute of Technology; Jet Propulsion Laboratory; Netherlands Earth System Science Centre; National Aeronautics and Space Administration","keywords":"Diagenesis; Dissolution; Advection; Geology; Mineralogy; Environmental science; Soil science; Chemistry; Thermodynamics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006265978,0.001202627,0.0008500921,0.0004607313,0.0003773466,0.001071132,0.0028025,0.001554741,0.0123263],"category_scores_gemma":[0.002224132,0.0006144845,0.001250576,0.0003338741,0.0004980388,0.0007457145,0.001399392,0.001754467,0.003410554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007898039,"about_ca_system_score_gemma":0.001513518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144815,"about_ca_topic_score_gemma":0.008176723,"domain_scores_codex":[0.9998217,0.00004279143,0.00001575431,0.00003417251,0.00005389765,0.00003175613],"domain_scores_gemma":[0.9993951,0.0003020255,0.00005897639,0.00005244519,0.0001446871,0.00004683168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001248852,0.00006152879,0.001566963,0.0003097317,0.00009106052,0.000186564,0.00009858976,0.9586446,0.002578898,0.0096381,0.01203828,0.01466083],"study_design_scores_gemma":[0.00003249722,0.00001527124,0.0001185789,0.00001717885,0.000009536459,0.00001933305,0.000007998853,0.9900755,0.0008053698,0.001634991,0.007253667,0.00001010837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04748107,0.0007771071,0.8615047,0.0007195199,0.0003984708,0.0003033138,0.00746047,0.05517766,0.02617768],"genre_scores_gemma":[0.4170161,0.001078733,0.5263325,0.0008785569,0.0001385975,0.00191099,0.01473052,0.01198014,0.02593387],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0123263,"threshold_uncertainty_score":0.04123557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618480025097454,"score_gpt":0.1915301243564214,"score_spread":0.1753453241054469,"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."}}