{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001531306,0.0001275614,0.0001297829,0.00004898493,0.0003684212,0.0003188153,0.0003228048,0.00003803398,0.00002528319],"category_scores_gemma":[0.00005047348,0.0001084799,0.00003927477,0.00007469892,0.00006738818,0.0003044482,0.00002316832,0.00005387347,0.000007307858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002157883,"about_ca_system_score_gemma":0.0001002087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001804782,"about_ca_topic_score_gemma":0.000004253102,"domain_scores_codex":[0.9991927,0.000008484634,0.0001439262,0.0001945259,0.0002581211,0.0002023125],"domain_scores_gemma":[0.9994926,0.00009078256,0.00003751993,0.000185443,0.00007008826,0.0001235717],"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":[0.00001344623,0.000007352362,0.0001415649,0.000009439145,0.00001180476,6.545802e-7,0.0001975229,0.9935392,0.0000577086,0.00008619954,0.0005877534,0.005347391],"study_design_scores_gemma":[0.0007538628,0.00003710995,0.0009157988,0.00001431507,0.00000588175,0.000001558681,0.000007984142,0.9957662,0.0002509765,0.001432769,0.0006639567,0.0001496333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09185182,0.00005140097,0.9071093,0.00006960696,0.0003047336,0.0001390185,0.00002399174,0.0001247585,0.0003254248],"genre_scores_gemma":[0.3735412,0.000001617846,0.6258838,0.00001097242,0.00008309376,0.00001077755,0.00003212389,0.00001147858,0.0004249259],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2816894,"threshold_uncertainty_score":0.442368,"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."}}