{"id":"W2958456087","doi":"10.1007/s13369-019-04030-2","title":"Relative Permeability Model Taking the Roughness and Actual Fluid Distributions into Consideration for Water Flooding Reservoirs","year":2019,"lang":"en","type":"article","venue":"Arabian Journal for Science and Engineering","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Relative permeability; Surface finish; Permeability (electromagnetism); Flooding (psychology); Water flooding; Petroleum engineering; Geotechnical engineering; Materials science; Environmental science; Mechanics; Geology; Physics; Porosity; Chemistry; Composite material","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":[0.000219889,0.0004312985,0.0006210577,0.0005019174,0.0004578509,0.0006931287,0.001466235,0.001400701,0.001712466],"category_scores_gemma":[0.001008593,0.0003745037,0.0007470954,0.0004884562,0.0003566007,0.00136707,0.0004175388,0.0006038061,0.000223308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006727082,"about_ca_system_score_gemma":0.001071164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01696539,"about_ca_topic_score_gemma":0.007192437,"domain_scores_codex":[0.9998519,0.00003352503,0.0000102152,0.00003901911,0.00003891435,0.0000263382],"domain_scores_gemma":[0.9997424,0.0001098746,0.00004007805,0.00001711186,0.00007537085,0.00001517012],"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":[0.00002154136,0.00001964933,0.0003803667,0.00003693069,0.000009530229,0.00009574983,0.00002447847,0.9898204,0.002431685,0.003793025,0.0002609705,0.003105799],"study_design_scores_gemma":[0.000002316194,0.000006148976,0.00007851789,0.000001649252,0.000003764766,0.00001534184,0.000004090347,0.9992247,0.0002203091,0.0003126327,0.0001276033,0.000002940249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2637667,0.001087729,0.710348,0.0007428236,0.000191076,0.0001127926,0.0005952861,0.0009320824,0.02222359],"genre_scores_gemma":[0.9736854,0.0005158901,0.01816109,0.00004499311,0.00002880136,0.00007739079,0.0002085611,0.00007963907,0.007198283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01696539,"threshold_uncertainty_score":0.03373331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926399632567754,"score_gpt":0.2478305015734447,"score_spread":0.2285665052477672,"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."}}