{"id":"W3113293784","doi":"10.1002/cjce.24002","title":"Fluidization of fine lactose for dry powder inhalation: A comparison of assisting methods","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"AstraZeneca","keywords":"Fluidization; Agglomerate; Materials science; Jet (fluid); Fluidized bed; Lactose; Vibration; Particle size; Composite material; Mechanics; Chemical engineering; Chemistry; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002677183,0.00009719544,0.0002995227,0.0000818215,0.00002010859,0.00001151163,0.0001650824,0.00007285159,0.00001716129],"category_scores_gemma":[0.0005092279,0.00008395599,0.0001098749,0.0002260741,0.00002484076,0.00007486876,0.000006455043,0.0001962384,2.367565e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005034893,"about_ca_system_score_gemma":0.0000850951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003053663,"about_ca_topic_score_gemma":0.00001456546,"domain_scores_codex":[0.9992056,0.0000132381,0.0004796699,0.00004743256,0.0001044073,0.0001496893],"domain_scores_gemma":[0.999319,0.0001722744,0.00009573627,0.00007587696,0.0001373697,0.0001997748],"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":[0.00001033063,0.000003251825,0.0002696044,0.0002200502,0.00006535229,0.00000113369,0.0006718294,0.05721178,0.9378089,0.0003050329,0.0001777292,0.003255013],"study_design_scores_gemma":[0.000255747,0.00002307664,0.00004023667,0.00005744406,0.00003879447,0.000003967774,0.00001360619,0.3246397,0.6740658,0.00002778969,0.0007678894,0.00006595321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4548587,0.002063457,0.5421375,0.0004091117,0.0002688668,0.0001323948,0.00002050528,0.00002646682,0.00008294704],"genre_scores_gemma":[0.9709803,0.000001175251,0.02882246,0.00001413693,0.0001522878,0.000001423883,0.00000414424,0.00002339564,7.052801e-7],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5161216,"threshold_uncertainty_score":0.3423626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02879894538504826,"score_gpt":0.2665973203374289,"score_spread":0.2377983749523807,"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."}}