{"id":"W1981912324","doi":"10.1016/j.petrol.2014.06.002","title":"A method for evaluation of water flooding performance in fractured reservoirs","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Imbibition; Water flooding; Petroleum engineering; Permeability (electromagnetism); Porosity; Flooding (psychology); Water saturation; Relative permeability; Water cut; Chart; Porous medium; Geotechnical engineering; Saturation (graph theory); Water injection (oil production); Geology; Environmental science; Soil science; Mathematics; Chemistry; Statistics","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":[0.006058507,0.00008543958,0.0002232243,0.000578975,0.00004149308,0.00003046196,0.0001792448,0.00003960785,0.00000370575],"category_scores_gemma":[0.0002795953,0.00005962816,0.00005176009,0.0002446723,0.00002515369,0.0003723491,0.00001806487,0.0001550979,2.499669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009073249,"about_ca_system_score_gemma":0.00003091778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004705265,"about_ca_topic_score_gemma":0.000003001066,"domain_scores_codex":[0.9987994,0.00001706131,0.0003255668,0.00008616233,0.0005440217,0.0002277654],"domain_scores_gemma":[0.9994717,0.00007013085,0.00005194577,0.0000939145,0.0002414047,0.00007091513],"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":[0.000005463319,0.000004202479,0.000258008,0.00008729471,0.00001261164,2.332205e-7,0.0003460855,0.9349016,0.0608108,0.000003004745,0.000005722985,0.003565002],"study_design_scores_gemma":[0.000493365,0.00005206933,0.004595011,0.00009337974,0.00003608895,0.000008730557,0.00004864218,0.9284182,0.0653233,0.00002311672,0.0008370072,0.00007114537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9183539,0.0002008155,0.08103985,0.00006889248,0.000150642,0.00003325422,2.753957e-7,0.000008949801,0.000143457],"genre_scores_gemma":[0.9909013,0.00003901892,0.008948458,0.000004709622,0.00008977201,0.000003525281,2.460227e-7,0.000009014013,0.000003945586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07254745,"threshold_uncertainty_score":0.2431566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035478327845671,"score_gpt":0.2547884875387584,"score_spread":0.2444337042603017,"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."}}