{"id":"W1998399676","doi":"10.2118/0510-0052-jpt","title":"Analysis of Inflow-Control Devices","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pressure drop; Inflow; Petroleum engineering; Drop (telecommunication); Volumetric flow rate; Oil well; Submarine pipeline; Environmental science; Pressure control; Nozzle; Completion (oil and gas wells); Geology; Mechanics; Engineering; Geotechnical engineering; Mechanical engineering; Oceanography; Physics","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":[0.0004355474,0.00009479225,0.0004638511,0.001897271,0.00001342342,0.000008469975,0.0002947559,0.0002023212,0.00006153667],"category_scores_gemma":[0.000203536,0.00008209001,0.0001879909,0.0009149953,0.0000406935,0.00008785616,0.00001216133,0.0005417761,0.000001807746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001528878,"about_ca_system_score_gemma":0.00001450931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001429749,"about_ca_topic_score_gemma":0.00001557797,"domain_scores_codex":[0.9991314,0.00001470574,0.0005048433,0.00005652752,0.0001506764,0.0001417894],"domain_scores_gemma":[0.9992995,0.0001113071,0.0001700851,0.0002288021,0.0001427397,0.00004754003],"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":[0.00000726065,0.00001083275,0.04768615,0.00001519845,0.0007268752,0.000006285642,0.00001426708,0.8898209,0.05853506,0.0003408841,0.000022408,0.002813901],"study_design_scores_gemma":[0.0009770618,0.0001032835,0.04948354,0.00001525725,0.0007187588,0.00003687219,0.00004380612,0.9282529,0.009730166,0.0003587868,0.01012831,0.0001512223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8947968,0.0003011235,0.1040473,0.0001403089,0.000342577,0.00001376359,0.000002962727,0.00008271475,0.0002724781],"genre_scores_gemma":[0.980799,0.00002304307,0.01907633,0.000006285259,0.00006393568,0.000001073202,3.975142e-7,0.00001265248,0.0000173481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08600213,"threshold_uncertainty_score":0.3347534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004769632300120648,"score_gpt":0.2468460853601526,"score_spread":0.2420764530600319,"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."}}