{"id":"W2238178787","doi":"10.1016/j.jnnfm.2015.09.003","title":"Residual drilling mud during conditioning of uneven boreholes in primary cementing. Part 2: Steady laminar inertial flows","year":2015,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Schlumberger Foundation","keywords":"Borehole; Laminar flow; Geology; Lost circulation; Drilling fluid; Petroleum engineering; Residual; Drilling; Geotechnical engineering; Residual oil; Petrology; Mechanics; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001038297,0.000279395,0.0005899811,0.0004902966,0.00005179071,0.00004617366,0.0002896185,0.0001628265,0.000009806608],"category_scores_gemma":[0.0001152759,0.0002956825,0.0001352828,0.0003461972,0.00001502267,0.0003832789,0.00006642563,0.0005140169,0.000005524487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003105395,"about_ca_system_score_gemma":0.0001377561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009799646,"about_ca_topic_score_gemma":0.0000104804,"domain_scores_codex":[0.9976256,0.00004498944,0.001157715,0.0001714043,0.0005457748,0.0004544999],"domain_scores_gemma":[0.999038,0.00006348827,0.0002726415,0.0002163545,0.0001923225,0.0002171803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005633906,0.00004683573,0.0002052474,0.0002453997,0.00009043826,0.0001194241,0.0008424653,0.7562254,0.2411694,0.00005512526,0.0003604228,0.0005834828],"study_design_scores_gemma":[0.003298688,0.00030503,0.0007285241,0.001941846,0.0001039107,0.0001784254,0.0006335382,0.8334596,0.1569238,0.0002090312,0.001668119,0.00054952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960425,0.0008598967,0.03651651,0.000046194,0.001507645,0.0001314668,0.00001523572,0.00007352048,0.0004245864],"genre_scores_gemma":[0.9883397,0.0002644506,0.0105311,0.00001484786,0.0006920783,0.000003913585,0.00001215588,0.00008646391,0.00005524303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08424559,"threshold_uncertainty_score":0.9999495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129924583503226,"score_gpt":0.2031601981604829,"score_spread":0.1918609523254507,"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."}}