{"id":"W4387343452","doi":"10.1063/5.0165623","title":"Effect of control domains of fractures and caves on reactive transport in porous media","year":2023,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Innovative Research Group Project of the National Natural Science Foundation of China","keywords":"Isobaric process; Porous medium; Cave; Fluid dynamics; Flow (mathematics); Mechanics; Physics; Geology; Porosity; Geotechnical engineering; Thermodynamics; Archaeology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000182801,0.0001076573,0.0004106323,0.0001118556,0.000007810028,0.000001186751,0.00007292424,0.00005441092,0.000002961017],"category_scores_gemma":[0.00003440601,0.00008565478,0.00008690741,0.0002255819,0.0000580947,0.00003980767,0.000005281822,0.0001096761,9.695254e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001049069,"about_ca_system_score_gemma":0.000006371599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002096268,"about_ca_topic_score_gemma":0.00002171985,"domain_scores_codex":[0.9993899,0.00003067222,0.000199904,0.00009305829,0.0001712843,0.0001151537],"domain_scores_gemma":[0.9993132,0.000453348,0.00003533639,0.0001500012,0.00001850169,0.00002955768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000290525,0.0001078238,0.01603504,0.001087965,0.0006213987,0.00002683247,0.005715312,0.7378336,0.2251891,0.0001155522,0.00008403354,0.01289288],"study_design_scores_gemma":[0.001615597,0.0003107511,0.1137603,0.0001986989,0.0001611512,4.175616e-7,0.00008437269,0.01789904,0.8651359,0.0006427538,0.00002592824,0.000165077],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987087,0.0001567212,0.0004081786,0.00001715273,0.0000357854,0.00007749887,0.00003841117,0.00003124821,0.0005263035],"genre_scores_gemma":[0.9998078,0.0001022688,0.00001332184,0.00000313982,0.00003545381,0.000005684723,0.00001348475,0.0000152052,0.000003626425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7199345,"threshold_uncertainty_score":0.34929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004151351861343621,"score_gpt":0.2282681264029899,"score_spread":0.2241167745416463,"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."}}