{"id":"W1986687085","doi":"10.2118/103087-ms","title":"Portable Multiphase Production Tester for High-Water-Cut Wells","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Separator (oil production); Metering mode; Petroleum engineering; Metre; Environmental science; Multiphase flow; Engineering; Marine engineering; Process engineering; Mechanical engineering; Mechanics","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":[0.0001536053,0.0001320436,0.0001567128,0.00007787595,0.00007500677,0.00005283639,0.00004624435,0.00009492817,0.00005786095],"category_scores_gemma":[0.000014473,0.0001074378,0.00004792167,0.00008462746,0.00003967421,0.0002989962,0.00001226585,0.00008672255,0.00002394024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000233637,"about_ca_system_score_gemma":0.00000518514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007135533,"about_ca_topic_score_gemma":0.000134606,"domain_scores_codex":[0.9992087,0.000007996998,0.0002149197,0.0002184838,0.0001224625,0.0002274698],"domain_scores_gemma":[0.9996893,0.000009967542,0.00001900798,0.0001229368,0.000117852,0.00004095566],"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":[0.00004744954,0.0001462468,0.0005662598,0.0001541401,0.00002830466,0.000004729106,0.00006291227,0.001530025,0.9620456,0.003457123,0.02641185,0.005545375],"study_design_scores_gemma":[0.001139902,0.000272708,0.002491409,0.0001453579,0.0001669954,0.00001239502,0.0001228957,0.005420074,0.949459,0.02314208,0.01694389,0.0006833239],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537621,0.0001148081,0.0408119,0.001298939,0.0002324469,0.0005519295,0.00007621657,0.0006278321,0.002523841],"genre_scores_gemma":[0.9977562,0.00003277341,0.00110985,0.00002909123,0.0002686642,0.00004645366,0.0001959883,0.0000155336,0.0005454426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04399411,"threshold_uncertainty_score":0.4381185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507389440498915,"score_gpt":0.218102994940415,"score_spread":0.2030291005354259,"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."}}