{"id":"W4415828494","doi":"10.1016/j.partic.2025.10.016","title":"Inter-aggregate mixing in hetero-aggregates formulated in opposed jets fluidized bed","year":2025,"lang":"en","type":"article","venue":"Particuology","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft","keywords":"Mixing (physics); Raman spectroscopy; Analytical Chemistry (journal); Scanning electron microscope; Mixing ratio; Fluidized bed; Particle (ecology); Nozzle","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004290035,0.0003666808,0.0003131372,0.000225074,0.000165451,0.000416293,0.0002693232,0.0003402658,0.0004473046],"category_scores_gemma":[0.0002459175,0.0001440679,0.0003077005,0.0001246478,0.0001956663,0.0004060992,0.0002505314,0.0004208782,0.0001996119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000263515,"about_ca_system_score_gemma":0.0001306488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004519303,"about_ca_topic_score_gemma":0.001048645,"domain_scores_codex":[0.9997594,0.00003716588,0.00002124846,0.00007689874,0.00006906359,0.0000363014],"domain_scores_gemma":[0.9998405,0.00004133776,0.00005858786,0.0000138081,0.00002967633,0.00001596099],"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":[0.00003797427,0.00001294176,0.00008002078,0.0000174999,0.000004050164,0.00001535533,0.00001238994,0.0001181992,0.9990226,0.00002304794,0.000006788572,0.0006490981],"study_design_scores_gemma":[0.000003357848,0.0001504046,0.000684275,0.000001407036,0.0000124535,0.00002024393,0.000009309885,0.001192383,0.9975833,0.00000933647,0.0003299254,0.000003539448],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940364,0.0004881245,0.004852943,0.00002027562,0.00002278443,0.00002225671,0.00006267873,0.00008084634,0.0004137057],"genre_scores_gemma":[0.992987,0.0003110107,0.005737397,0.00002056444,0.00001020532,0.00002217602,0.00008492178,0.00002904086,0.0007977089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004519303,"threshold_uncertainty_score":0.002268791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00881254312496533,"score_gpt":0.2368308543180341,"score_spread":0.2280183111930687,"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."}}