{"id":"W1989971408","doi":"10.1002/2014wr015898","title":"Testing a simple model of gas bubble dynamics in porous media","year":2015,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University of Leeds","keywords":"Bubble; Porous medium; Cellular automaton; Porosity; Scale (ratio); Greenhouse gas; Environmental science; Methane; Mechanics; Meteorology; Geology; Computer science; Geotechnical engineering; Physics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003990295,0.00039961,0.0005817902,0.000408734,0.0004793923,0.0008482133,0.0009009212,0.001376911,0.001317012],"category_scores_gemma":[0.002659945,0.0003422548,0.0006431254,0.0003034052,0.0009131434,0.0005871455,0.0005236379,0.000497364,0.00009485617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246715,"about_ca_system_score_gemma":0.00111132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03812605,"about_ca_topic_score_gemma":0.008714263,"domain_scores_codex":[0.9997485,0.00006718614,0.00001487456,0.00006110726,0.00005049354,0.00005778423],"domain_scores_gemma":[0.9975526,0.001819535,0.0001893152,0.000126216,0.0002137246,0.00009869711],"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":[0.00004463896,0.00006200131,0.002435806,0.00002102423,0.00001293362,0.000057954,0.00002374568,0.9927285,0.002340275,0.001581967,0.00005002168,0.0006411974],"study_design_scores_gemma":[0.000009424151,0.0000215053,0.0002100153,0.000001313145,0.000002910861,0.000004575447,0.00000621686,0.9989356,0.0005562661,0.0002120745,0.00003717019,0.000002819227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725022,0.00007748288,0.02439885,0.0001941317,0.00003492687,0.00005098791,0.000203702,0.000089886,0.002447786],"genre_scores_gemma":[0.9957947,0.00003038934,0.003655534,0.00001469335,0.000004805765,0.00004093355,0.00004631223,0.000005882147,0.0004069103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03812605,"threshold_uncertainty_score":0.07580829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1488546348300405,"score_gpt":0.3384762016000991,"score_spread":0.1896215667700585,"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."}}