{"id":"W2065278639","doi":"10.1016/j.ijmultiphaseflow.2012.10.001","title":"Gas dispersion in horizontal pulp-fibre-suspension flow","year":2012,"lang":"en","type":"article","venue":"International Journal of Multiphase Flow","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pulp (tooth); Materials science; Buoyancy; Bubble; Stratified flow; Mixing (physics); Superficial velocity; Volumetric flow rate; Composite material; Suspension (topology); Dispersion (optics); TRACER; Mechanics; Flow (mathematics); Turbulence; Optics","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":[0.0002168176,0.0002469966,0.000385243,0.0004855497,0.0007058575,0.0009860848,0.0002443674,0.0006415069,0.001469176],"category_scores_gemma":[0.0005165738,0.0001558753,0.0002066093,0.0002230603,0.0007671991,0.0009522026,0.0004913215,0.0005393601,0.0002271679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000983925,"about_ca_system_score_gemma":0.0003843758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005033906,"about_ca_topic_score_gemma":0.00205489,"domain_scores_codex":[0.9998807,0.00001972535,0.000005518576,0.00003249587,0.00002928951,0.00003223512],"domain_scores_gemma":[0.9998088,0.0001092008,0.00002245761,0.000007173532,0.00002453527,0.00002787163],"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":[0.003004059,0.0004397109,0.009987986,0.000164895,0.00003419653,0.0009190883,0.0004587454,0.05261835,0.899357,0.009325856,0.0004322408,0.02325783],"study_design_scores_gemma":[0.0002163393,0.0008581998,0.01613318,0.00002092126,0.00003439838,0.0001618438,0.0003370073,0.5205968,0.458763,0.001762137,0.001067291,0.00004874312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964178,0.0001443984,0.001752806,0.00007021801,0.00001612967,0.000008875952,0.00002363149,0.00002660652,0.001539535],"genre_scores_gemma":[0.9984113,0.00004310591,0.0003305229,0.000005847396,0.00001179311,0.000002428828,0.00002357789,0.00000552015,0.001165909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005033906,"threshold_uncertainty_score":0.01000923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008705827767698293,"score_gpt":0.2377977480927073,"score_spread":0.229091920325009,"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."}}