{"id":"W2898984132","doi":"10.1029/2018wr023132","title":"Effect of Elastic Deformation and Rough Grain Surface on Heat Conduction in Partially Saturated Granular Porous Media","year":2018,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; American Chemical Society","keywords":"Materials science; Thermal conduction; Porous medium; Thermal conductivity; Lattice Boltzmann methods; Porosity; Granular material; Fractal dimension; Saturation (graph theory); Mineralogy; Composite material; Mechanics; Fractal; Geotechnical engineering; Geology","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":[0.0001690119,0.0002580522,0.0004103866,0.0003595261,0.0004480603,0.0007048441,0.0002716571,0.0004120376,0.0007850422],"category_scores_gemma":[0.0008826762,0.0002099341,0.000402861,0.0002513602,0.0008923991,0.0004500455,0.0003937388,0.0003107992,0.00005208094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000627149,"about_ca_system_score_gemma":0.0003822975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007776282,"about_ca_topic_score_gemma":0.002762471,"domain_scores_codex":[0.999913,0.00001398192,0.000003846837,0.00001233163,0.00001999234,0.00003691029],"domain_scores_gemma":[0.9995552,0.0002871728,0.0000477942,0.0000324143,0.00003883674,0.00003861272],"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":[0.0001795154,0.00005345157,0.003100208,0.00003097513,0.00002807905,0.0001504423,0.00005638992,0.9747508,0.01950533,0.0009949375,0.00006121372,0.001088611],"study_design_scores_gemma":[0.00002474245,0.00008883999,0.001862304,0.000003356852,0.000008305366,0.00001430738,0.00003617309,0.9906775,0.006852922,0.0003588377,0.00006216794,0.00001063322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983398,0.00002292111,0.0008768125,0.00002494813,0.000003533819,0.000004170373,0.00003452296,0.00002312121,0.0006700141],"genre_scores_gemma":[0.9997142,0.00001059759,0.0001648674,0.000003787904,7.473379e-7,0.000002497294,0.00001841194,0.000003742927,0.00008110613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007776282,"threshold_uncertainty_score":0.01546204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03086274141080604,"score_gpt":0.3075595852108967,"score_spread":0.2766968438000906,"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."}}