{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003047965,0.000168925,0.0002039553,0.0001501546,0.00008388831,0.00005876199,0.00007564258,0.00008568968,0.000007358678],"category_scores_gemma":[0.00003809412,0.0001760017,0.00003777401,0.000336958,0.00002762062,0.0002234282,0.0000315878,0.0001762964,0.00001063463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009566504,"about_ca_system_score_gemma":0.00001874447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003459852,"about_ca_topic_score_gemma":0.0001753601,"domain_scores_codex":[0.9988557,0.00006157134,0.0003044792,0.0003854598,0.000182004,0.0002107567],"domain_scores_gemma":[0.9995331,0.00003723066,0.0000477365,0.000213165,0.0001001157,0.00006861301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001340699,0.000171452,0.03199046,0.0005340814,0.0001324374,0.00001769034,0.001110196,0.1892995,0.1433664,0.0000641191,0.0009275021,0.6322521],"study_design_scores_gemma":[0.005514317,0.0006988407,0.4963019,0.003721852,0.0002975215,0.001769436,0.005319621,0.04428354,0.3492613,0.001672766,0.08746118,0.003697671],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805163,0.002735892,0.01009762,0.003186773,0.0004523014,0.0008720933,0.00000695714,0.0008282799,0.001303787],"genre_scores_gemma":[0.9811051,0.0002020043,0.01709729,0.0002194239,0.0006503346,0.0003293967,0.00001770969,0.00004383608,0.0003348666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6285544,"threshold_uncertainty_score":0.717714,"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."}}