{"id":"W2011961754","doi":"10.1002/cjce.21807","title":"Enhancement of the liquid feed distribution in gas solid fluidised beds by non‐mechanically induced nozzle pulsations","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Syncrude","keywords":"Nozzle; Materials science; Dispersion (optics); Work (physics); Mechanics; Spray characteristics; Fluidized bed; Spray nozzle; Composite material; Chemical engineering; Thermodynamics; Engineering; Physics; Optics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0002256731,0.0001420958,0.0001905539,0.0001438563,0.00009274346,0.0002674951,0.0001650008,0.0001433692,0.0003572972],"category_scores_gemma":[0.0003966758,0.0001092211,0.00008925575,0.0001284943,0.0003365783,0.0001599188,0.0002331245,0.0002017696,0.00005667082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002987073,"about_ca_system_score_gemma":0.00009504124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001616305,"about_ca_topic_score_gemma":0.0002567086,"domain_scores_codex":[0.9998597,0.00003302795,0.000009584083,0.00001923265,0.00005721125,0.0000213203],"domain_scores_gemma":[0.9998329,0.00007825005,0.00004358105,0.00000993608,0.00002064933,0.0000146242],"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":[0.0001037575,0.00001615392,0.0002637212,0.00003383208,0.000002197462,0.00003282691,0.0000243563,0.0005867351,0.9965106,0.00008984846,0.0000130205,0.002323044],"study_design_scores_gemma":[0.00002270003,0.0001895482,0.001771211,0.000002101103,0.000003635071,0.00002285338,0.00001092913,0.004286859,0.9934597,0.0000236747,0.0002029748,0.000003668329],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970394,0.0001846615,0.002496582,0.00001743591,0.000007853,0.000006378498,0.000009222332,0.00002702901,0.0002114064],"genre_scores_gemma":[0.9987574,0.00007028864,0.001039367,0.000006808922,0.000002840208,0.000003260025,0.000006915191,0.000004819563,0.0001083845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0003572972,"threshold_uncertainty_score":0.002167284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004655329017440923,"score_gpt":0.1753654906046817,"score_spread":0.1707101615872408,"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."}}