{"id":"W3155447212","doi":"10.5539/jmr.v13n3p31","title":"Numerical Simulation for a Fractal MIM Model for Solute Transport in Porous Media","year":2021,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Electromagnetic Scattering and Analysis","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Fractal; Mathematics; Spectral radius; Porous medium; Convergence (economics); Computer simulation; Statistical physics; Stability (learning theory); RADIUS; Porosity; Mathematical analysis; Mechanics; Applied mathematics; Materials science; Physics; Computer science; Eigenvalues and eigenvectors; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001156924,0.00007173442,0.000274531,0.0001545003,0.00006148691,0.00003199311,0.0001349546,0.00003492328,0.00006047167],"category_scores_gemma":[0.0001410353,0.00006219835,0.0002061492,0.0001975884,0.0000192267,0.00006791928,0.00001050626,0.0002357472,0.000001371543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003273177,"about_ca_system_score_gemma":0.0002209144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008123525,"about_ca_topic_score_gemma":0.000005190609,"domain_scores_codex":[0.9987273,0.00003372333,0.0004656113,0.0001006627,0.0003978112,0.0002749277],"domain_scores_gemma":[0.9981744,0.0009925488,0.0001323812,0.0001107193,0.0005144399,0.00007552683],"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":[0.0006149025,0.005785659,0.00668345,0.001054837,0.0009502037,0.00007860755,0.01861309,0.8626778,0.03789026,0.01187836,0.002452147,0.05132069],"study_design_scores_gemma":[0.001049119,0.0001016311,0.0001282461,0.00006872464,0.00003706452,0.000004042582,0.0005371099,0.9456165,0.001189255,0.05114819,0.00005326311,0.00006684137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.403158,0.00005084388,0.5960525,0.0004442932,0.00001912441,0.0001169469,0.00001188183,0.000001733646,0.0001446859],"genre_scores_gemma":[0.9505669,0.000004129778,0.04884588,0.000007150211,0.0001943436,0.00001945827,0.00001071217,0.00001547062,0.0003359126],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5474089,"threshold_uncertainty_score":0.2536375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08999426564701352,"score_gpt":0.3992703579907627,"score_spread":0.3092760923437491,"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."}}