{"id":"W1977684524","doi":"10.1002/cjce.5450780417","title":"A laboratory investigation of horizontal well heavy oil—water flows","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Froude number; Mechanics; Flow (mathematics); Fraction (chemistry); Pipeline transport; Petroleum engineering; Geology; Water flow; Environmental science; Oil well; Materials science; Geotechnical engineering; Chemistry; Environmental engineering; Chromatography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003224968,0.0003013768,0.0003077179,0.0003314887,0.0005826567,0.0003908995,0.0004452613,0.0005459314,0.0009804543],"category_scores_gemma":[0.0005332576,0.0001986674,0.0002320963,0.0002170768,0.0005807553,0.0004826903,0.0003681798,0.0004830636,0.0001898077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004342822,"about_ca_system_score_gemma":0.0004866011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058585,"about_ca_topic_score_gemma":0.001098392,"domain_scores_codex":[0.9997643,0.0000386194,0.00001413501,0.00006182896,0.00006568654,0.00005546183],"domain_scores_gemma":[0.9995659,0.0001506344,0.000115614,0.00003749831,0.00008022947,0.00005024124],"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":[0.001284392,0.001720078,0.01621816,0.0002092332,0.00004661977,0.0008186135,0.0004186974,0.01932738,0.9434508,0.002336041,0.0009685333,0.01320139],"study_design_scores_gemma":[0.0002808616,0.008400298,0.01072929,0.00002351984,0.00006068244,0.0002405433,0.0003734911,0.07270983,0.9039857,0.0006935941,0.002433355,0.00006874996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964605,0.00004515566,0.002679812,0.0000310817,0.000006861858,0.0000258911,0.0001333519,0.0001002618,0.0005170867],"genre_scores_gemma":[0.9976647,0.00004853514,0.001578681,0.00001410677,0.000003291152,0.00003428991,0.0001732452,0.000007054387,0.000476111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002058585,"threshold_uncertainty_score":0.00409317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00285639117484752,"score_gpt":0.1418446744113006,"score_spread":0.1389882832364531,"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."}}