{"id":"W1968083627","doi":"10.1002/aic.13913","title":"In‐line jet mixing of liquid‐pulp‐fiber suspensions: Effect of fiber properties, flow regime, and jet penetration","year":2012,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Penetration (warfare); Mixing (physics); Turbulence; Mechanics; Materials science; Composite material; Fiber; Physics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007201876,0.0001381692,0.0003343759,0.00009363815,0.00005402175,0.000004931568,0.00007264011,0.0001268049,0.0001357073],"category_scores_gemma":[0.0004083858,0.00009567985,0.00005984392,0.0001037122,0.00007800205,0.0002395425,0.00006444809,0.0003486555,0.000007341421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003019595,"about_ca_system_score_gemma":0.0000153913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002238391,"about_ca_topic_score_gemma":0.00001406447,"domain_scores_codex":[0.9990677,0.00008736469,0.0003891679,0.00009076124,0.0001301689,0.0002348984],"domain_scores_gemma":[0.9994135,0.0002091419,0.0001280346,0.0001100412,0.00007300476,0.00006625881],"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":[0.0009115665,0.0001435012,0.05615895,0.0003005737,0.000266709,0.00001439589,0.001575054,0.003203431,0.934572,0.0005828704,0.001301432,0.000969463],"study_design_scores_gemma":[0.004772172,0.001712737,0.02549949,0.001352255,0.0003857361,0.0008373605,0.0001528221,0.1514469,0.8118303,0.000180503,0.001098498,0.0007312189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922494,0.00601801,0.0006439174,0.0001793098,0.0001572563,0.00009256925,0.00000153885,0.000008850483,0.000649201],"genre_scores_gemma":[0.9960997,0.0004212086,0.002135098,0.0000245893,0.0001651813,0.000003960605,0.000002373967,0.00001477527,0.001133096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1482435,"threshold_uncertainty_score":0.3901711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283423581566846,"score_gpt":0.2373465337688481,"score_spread":0.2245122979531797,"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."}}