{"id":"W4413391049","doi":"10.1115/omae2025-156084","title":"Immiscible Exchange Flows in Near-Horizontal Rotating Pipes With Applications in Well Cementing","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Petroleum engineering; Geology; Mechanics; Computer science; Marine engineering; Engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002078841,0.0003018231,0.0002765394,0.0003264675,0.0003139731,0.0005513016,0.0002754096,0.0005602284,0.0009718321],"category_scores_gemma":[0.0006059356,0.0001410546,0.000248183,0.0002287329,0.0008028673,0.0004016837,0.000393885,0.0002409296,0.00009340396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147559,"about_ca_system_score_gemma":0.0003958281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003983768,"about_ca_topic_score_gemma":0.0023722,"domain_scores_codex":[0.9999042,0.00002053203,0.000005111178,0.00001917643,0.00001717742,0.0000338859],"domain_scores_gemma":[0.9997869,0.00008663455,0.00006204183,0.00001425815,0.00002214069,0.00002795828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003379211,0.0002520422,0.016124,0.000101053,0.00002060819,0.0006783815,0.0001702988,0.9178473,0.05121068,0.004736058,0.0002444807,0.00827715],"study_design_scores_gemma":[0.00005250931,0.0003940994,0.008994889,0.00001516472,0.00001508653,0.00009369595,0.0002011548,0.9787624,0.009857655,0.0009857086,0.0006034481,0.00002419868],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930055,0.00008863275,0.004714774,0.00004491706,0.00001038517,0.00001858216,0.00005005464,0.00003803086,0.002029174],"genre_scores_gemma":[0.9989014,0.00002765201,0.0008048625,0.000004047216,0.000001499203,0.000004466095,0.00001172871,0.000002181994,0.0002421107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003983768,"threshold_uncertainty_score":0.007921159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00383063916326255,"score_gpt":0.1919010590925758,"score_spread":0.1880704199293132,"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."}}