{"id":"W4285455643","doi":"","title":"Multibody approach for reactive transport and poromechanical modeling in discontinuous porous media","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Porous medium; Poromechanics; Computer science; Geology; Porosity; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002654014,0.0003949969,0.000626462,0.0001786654,0.00008766929,0.0001295409,0.0004904619,0.0004767175,0.0000126261],"category_scores_gemma":[0.0003865358,0.0004445065,0.0001682586,0.0001834479,0.00008279306,0.0001430083,0.0001759309,0.0008605186,7.062307e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001172178,"about_ca_system_score_gemma":0.0001477952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008439803,"about_ca_topic_score_gemma":0.003393758,"domain_scores_codex":[0.9972068,0.0006840084,0.000629848,0.0007478646,0.0002833915,0.000448108],"domain_scores_gemma":[0.9976061,0.0006873391,0.00006655528,0.0009182912,0.0005082036,0.0002134868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002744727,0.00565864,0.006876627,0.01025888,0.001557576,0.0002975271,0.3887591,0.08831327,0.08217378,0.04334574,0.000326279,0.3721581],"study_design_scores_gemma":[0.001222383,4.639141e-7,0.0007855401,0.001339618,0.0001013566,0.00001874686,0.001187375,0.9806424,0.01238964,0.001399731,0.0001820978,0.0007306198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4218871,0.001275117,0.5709726,0.0003374024,0.0002311974,0.000621982,0.0001115758,0.0002237318,0.004339326],"genre_scores_gemma":[0.9187916,0.001054002,0.07766728,0.00001510413,0.00003298542,0.0002837479,0.001924886,0.00009194493,0.000138473],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8923292,"threshold_uncertainty_score":0.9998007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01987738892761045,"score_gpt":0.2188007239321237,"score_spread":0.1989233350045133,"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."}}