{"id":"W2904927092","doi":"10.2118/1218-0057-jpt","title":"Waterflooding With Active Injection-Control Devices Improves Oil Recovery","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Tight oil; Water injection (oil production); Well control; Oil in place; Geology; Hydraulic fracturing; Oil production; Fossil fuel; Petroleum; Environmental science; Engineering; Mechanical engineering; Drilling; Waste management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002625941,0.0001468173,0.0003030326,0.0006937552,0.00005794983,0.00002989364,0.0002133662,0.0001743383,0.00001851639],"category_scores_gemma":[0.00008813779,0.0001112083,0.00006335623,0.000294999,0.00006877832,0.0002844014,0.00001487195,0.0004227894,0.000008445101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009446262,"about_ca_system_score_gemma":0.00002656016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002891429,"about_ca_topic_score_gemma":0.00001031805,"domain_scores_codex":[0.9991626,0.00002379542,0.0003321202,0.00009847131,0.0001462781,0.0002367324],"domain_scores_gemma":[0.9993719,0.00007511346,0.0001400729,0.0001655521,0.000193996,0.00005336787],"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":[0.0002701805,0.00002773835,0.002138446,0.00007056234,0.0004948594,0.00002542016,0.000134552,0.8185727,0.08673778,0.0001053522,0.0001373665,0.09128504],"study_design_scores_gemma":[0.01003147,0.008191284,0.008046823,0.0006289041,0.0004052599,0.002098953,0.001549505,0.5155409,0.4088198,0.002559331,0.04076747,0.0013603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8753424,0.0002126488,0.122512,0.0002067224,0.0005663084,0.0000159356,0.000001809146,0.0002072701,0.0009349423],"genre_scores_gemma":[0.9810187,0.00004520823,0.0183305,0.0000154579,0.000380809,0.000003781436,2.633656e-7,0.00003091497,0.0001743411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.322082,"threshold_uncertainty_score":0.4534944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005429374148295362,"score_gpt":0.2255569660571209,"score_spread":0.2201275919088256,"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."}}