{"id":"W4410069440","doi":"10.1002/cjce.25741","title":"Flow of Boger fluids through packed bed of spherical and non‐spherical particles: Asymptotic behaviour","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Institute of Chemical Engineering and Technology, Panjab University","keywords":"Packed bed; Flow (mathematics); Materials science; Mechanics; Physics; Chromatography; Chemistry","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":[0.0001852432,0.0001541834,0.0003930316,0.00005254954,0.00002082847,0.00001561681,0.000219193,0.0001199089,0.00003006424],"category_scores_gemma":[0.0001199257,0.0001254599,0.0001099034,0.00025681,0.0001370666,0.00007780836,0.00001126893,0.000355864,5.996823e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009784482,"about_ca_system_score_gemma":0.0002014423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002734917,"about_ca_topic_score_gemma":0.00006855491,"domain_scores_codex":[0.9989242,0.00001188671,0.0005115538,0.00007683849,0.000162982,0.0003125627],"domain_scores_gemma":[0.9993193,0.0001326708,0.00002979192,0.0001522227,0.00007728949,0.0002887426],"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":[0.00003452794,0.00003702815,0.004107607,0.000497957,0.0003560192,0.00006518584,0.002732004,0.0316291,0.9552458,0.0006947173,0.001259716,0.003340374],"study_design_scores_gemma":[0.0009823187,0.00007881448,0.002260862,0.0004535103,0.0002386569,0.00006761416,0.0001109353,0.05212974,0.9424238,0.000457598,0.0005330109,0.0002631067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987911,0.0008985067,0.01036173,0.0002339928,0.0003205255,0.00007770486,0.000008093611,0.00001669421,0.0001717205],"genre_scores_gemma":[0.9945112,0.00002112308,0.005327593,0.00003261127,0.00007354061,0.00000268351,0.000001011088,0.00002414646,0.000006022585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02050065,"threshold_uncertainty_score":0.5116105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006475297389397022,"score_gpt":0.1947116037983124,"score_spread":0.1882363064089153,"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."}}