{"id":"W1970046287","doi":"10.1115/imece2010-37697","title":"Pumping Performance Increase Through the Addition of Turbulent Drag-Reducing Polymers to Pulp Fibre Suspensions","year":2010,"lang":"en","type":"article","venue":"","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pulp (tooth); Polymer; Slurry; Drag; Composite material; Materials science; Chemistry; 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":[0.0001037933,0.0001208109,0.0001514998,0.00003501841,0.0001974719,0.000006937941,0.0001638615,0.00008155999,0.0006208647],"category_scores_gemma":[0.0001659651,0.00008345046,0.00005857561,0.0001500878,0.0001011279,0.0001171279,0.0001198828,0.0002932503,0.00003726389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001581755,"about_ca_system_score_gemma":0.00001718745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003610796,"about_ca_topic_score_gemma":0.000085243,"domain_scores_codex":[0.9992719,0.00001158732,0.0002083028,0.0001674866,0.0001081856,0.0002324886],"domain_scores_gemma":[0.9994084,0.0001693981,0.00004035088,0.0002743395,0.0000550552,0.00005245729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000698221,0.00006614784,0.0008050801,0.00005466558,0.0001174162,0.000004363737,0.002731595,0.01249106,0.918428,0.06062714,0.002122468,0.002482241],"study_design_scores_gemma":[0.0006115464,0.0001212552,0.007970962,0.000194675,0.00008968233,0.00008249393,0.001340306,0.6808324,0.3060521,0.0003035185,0.001844301,0.0005567598],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792013,0.00004455383,0.0073375,0.001938671,0.0002307681,0.0001294509,0.000007181404,0.00007357054,0.01103708],"genre_scores_gemma":[0.9951225,0.00002912701,0.002085246,0.0003015953,0.00009514951,0.00001907955,0.00001427244,0.00001274463,0.002320272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6683413,"threshold_uncertainty_score":0.6798033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008272759832549752,"score_gpt":0.2247575683215499,"score_spread":0.2164848084890001,"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."}}