{"id":"W4388735769","doi":"10.1063/5.0176352","title":"Vertical cementing displacement flows of shear-thinning fluids","year":2023,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"RES’EAU-WaterNET; Norges Forskningsråd","keywords":"Physics; Mechanics; Shear thinning; Buoyancy; Non-Newtonian fluid; Viscosity; Newtonian fluid; Annulus (botany); Shear (geology); Displacement (psychology); Thermodynamics; Materials science; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000148114,0.0004068536,0.0002488075,0.0005150349,0.0002921985,0.0004908359,0.0003659364,0.0003363074,0.0006232193],"category_scores_gemma":[0.0004322401,0.0001335758,0.0001616722,0.000345023,0.0005333717,0.0004620256,0.000346818,0.0002389678,0.0001011467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657127,"about_ca_system_score_gemma":0.0002564912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009462608,"about_ca_topic_score_gemma":0.0007371883,"domain_scores_codex":[0.9999272,0.000007899635,0.000005655153,0.00002081745,0.00002350404,0.00001499085],"domain_scores_gemma":[0.9998617,0.00004342585,0.00005181769,0.00001211469,0.00001745875,0.00001350098],"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":[0.00017382,0.0002064362,0.01064731,0.0002503533,0.00001830954,0.0005674547,0.0002838585,0.07055234,0.8688139,0.01330856,0.0001707084,0.03500702],"study_design_scores_gemma":[0.00003951365,0.000720852,0.01895867,0.00004744085,0.00002815873,0.000441759,0.0001647209,0.5933819,0.3770365,0.003615404,0.005500258,0.00006483066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787861,0.001081659,0.01773429,0.00005513279,0.00002180899,0.00001461839,0.00005119009,0.0000484904,0.002206602],"genre_scores_gemma":[0.9899696,0.0006124756,0.008569407,0.00001093894,0.00001707615,0.000007831163,0.0000476238,0.000005202267,0.0007599003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009462608,"threshold_uncertainty_score":0.002084911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729094070266784,"score_gpt":0.2588413044899224,"score_spread":0.2415503637872545,"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."}}