{"id":"W2029177569","doi":"10.2118/98009-ms","title":"High-Temperature Multiphase Flowmeters in Heavy-Oil Thermal Production","year":2005,"lang":"en","type":"article","venue":"","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Environmental science; Steam injection; Multiphase flow; Oil production; Oil field; Metre; Thermal; Oil well; Petroleum; Flow measurement; Waste management; Engineering; Meteorology; Geology","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":[0.000112533,0.0001048556,0.0001092807,0.0001144932,0.00002271644,0.00002277205,0.00005536692,0.00004820766,0.0001975976],"category_scores_gemma":[0.00001098994,0.00008914962,0.00004565686,0.0002203601,0.000007644636,0.000189796,0.000004796784,0.0001170969,0.00007183714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006270737,"about_ca_system_score_gemma":0.000004116533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003222204,"about_ca_topic_score_gemma":0.000370155,"domain_scores_codex":[0.9994349,0.00001266216,0.0001371415,0.0001315601,0.0001226281,0.0001610582],"domain_scores_gemma":[0.9998071,0.000003954128,0.000006505757,0.0001316542,0.00001710718,0.00003363374],"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":[0.00001216789,0.00004956154,0.0004289648,0.00001955846,0.00003662676,0.000002533407,0.0001475067,0.4003845,0.5660776,0.00001167578,0.002275474,0.03055377],"study_design_scores_gemma":[0.001043141,0.00001737025,0.001883528,0.00004290742,0.00003632104,0.000001949746,0.00009299726,0.08484645,0.9071515,0.000003733477,0.00447181,0.0004082746],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976814,0.000172532,0.00003882892,0.0005955804,0.0002490138,0.00003544238,7.804242e-7,0.0002017723,0.001024629],"genre_scores_gemma":[0.9953733,0.00003246291,0.002681194,0.00005791339,0.0003510586,0.000009501878,0.000009216958,0.00001600703,0.001469355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3410738,"threshold_uncertainty_score":0.3635416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008079103739039544,"score_gpt":0.1873339338526941,"score_spread":0.1792548301136546,"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."}}