{"id":"W3152954845","doi":"10.2118/200849-ms","title":"Flow Control Devices in Steam Assisted Thermal Applications: A Way to Optimize Both Steam Injection and Fluids Production","year":2021,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steam injection; Petroleum engineering; Choking; Environmental science; Steam explosion; Computer science; Process engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000257258,0.0003497624,0.0002319238,0.0006050596,0.0002228651,0.000793085,0.0003103459,0.0002953609,0.001144171],"category_scores_gemma":[0.0003470782,0.0001674479,0.0002120337,0.0003321543,0.0002672626,0.0006304834,0.0002313207,0.0003448215,0.0002107136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006383881,"about_ca_system_score_gemma":0.0004260884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001552139,"about_ca_topic_score_gemma":0.003528088,"domain_scores_codex":[0.9998453,0.00001461922,0.0000103461,0.00002660126,0.00007923574,0.00002386744],"domain_scores_gemma":[0.9998542,0.00002596189,0.00004661386,0.00001374071,0.00004546519,0.00001404353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001675491,0.00007159779,0.001507936,0.0004147655,0.00001145837,0.0001000022,0.0000912599,0.01343079,0.9171956,0.002389114,0.0005831922,0.06403684],"study_design_scores_gemma":[0.00003247181,0.0006991856,0.003871504,0.0000434894,0.00003355204,0.0001401447,0.00009574974,0.04068307,0.9316406,0.0003840258,0.02233837,0.00003799527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7817966,0.006545493,0.1929041,0.0004983819,0.0001918834,0.0002745222,0.0003827452,0.001408991,0.0159972],"genre_scores_gemma":[0.9440558,0.001131012,0.05127278,0.00004257627,0.00002032269,0.00003700457,0.0000927061,0.00004368082,0.003304027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001552139,"threshold_uncertainty_score":0.004631817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318834787770678,"score_gpt":0.2348655390387503,"score_spread":0.2216771911610435,"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."}}