{"id":"W2766517183","doi":"10.1007/s10596-017-9697-1","title":"A new streamline model for near-well flow validated with radial flow experiments","year":2017,"lang":"en","type":"article","venue":"Computational Geosciences","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Visualization; Computer science; Reservoir simulation; Constant (computer programming); Flow (mathematics); Hydrogeology; Mechanics; Flow visualization; Permeability (electromagnetism); Wellbore; Simulation; Geology; Petroleum engineering; Geotechnical engineering; Data mining; Chemistry; Physics","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":[0.0004380197,0.0007064338,0.0009206627,0.000405053,0.0005631474,0.001059128,0.001648453,0.001490416,0.003028278],"category_scores_gemma":[0.001124809,0.0004026178,0.0005317141,0.0005230613,0.0005277334,0.001250916,0.0006278178,0.0009797184,0.0006808242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007934897,"about_ca_system_score_gemma":0.00181035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02031836,"about_ca_topic_score_gemma":0.01503324,"domain_scores_codex":[0.9998237,0.00004116076,0.00001275618,0.0000429309,0.0000587269,0.00002068831],"domain_scores_gemma":[0.9995307,0.00011914,0.0000584465,0.00007208718,0.0001719122,0.00004771439],"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":[0.00002940928,0.00006139114,0.00089974,0.00001873233,0.00001054931,0.00004266556,0.00001960729,0.9905947,0.002388699,0.001453872,0.0005050062,0.003975545],"study_design_scores_gemma":[0.00001064592,0.00001271478,0.0001128455,0.00000150114,0.000002978562,0.000003905219,0.000002599976,0.9990247,0.0003454101,0.000144196,0.0003337518,0.000004658187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3252711,0.0003971657,0.6461867,0.0004410938,0.0003248739,0.0003144552,0.002493598,0.003741209,0.02082992],"genre_scores_gemma":[0.8769188,0.0003747735,0.1081512,0.0001068924,0.00005873781,0.0003851626,0.001407159,0.0003924919,0.01220468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02031836,"threshold_uncertainty_score":0.04040021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04402515496778984,"score_gpt":0.3172701881295563,"score_spread":0.2732450331617664,"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."}}