{"id":"W4403605223","doi":"10.1115/1.4066931","title":"Particulate Flow of a Viscous Fluid Driven by a Torsionally Oscillating Disk","year":2024,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Particulates; Flow (mathematics); Viscous liquid; Fluid dynamics; Physics; Classical mechanics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009621171,0.0004270556,0.0003466374,0.0002536502,0.0002242416,0.0004392503,0.0004606066,0.0005048427,0.0003424309],"category_scores_gemma":[0.0002219416,0.00009007607,0.0002821653,0.0001601978,0.000607213,0.0004366864,0.0004418789,0.0002516403,0.00008566589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003100649,"about_ca_system_score_gemma":0.0002276279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086879,"about_ca_topic_score_gemma":0.0003613771,"domain_scores_codex":[0.9999398,0.0000130268,0.000003445443,0.00001627447,0.00001962044,0.00000779529],"domain_scores_gemma":[0.999925,0.0000159835,0.00002625002,0.000009144512,0.00001133685,0.00001226523],"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":[0.0003257581,0.000214114,0.005597468,0.0001524436,0.00005862413,0.001758956,0.0002926203,0.458235,0.4750676,0.04742209,0.0005545929,0.01032093],"study_design_scores_gemma":[0.00002158538,0.0001083138,0.0008931814,0.000003084525,0.00000642913,0.00008417364,0.00003262797,0.990139,0.007280051,0.001023748,0.0003973752,0.00001045499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8745108,0.0002927444,0.1216146,0.0001428624,0.00008750645,0.00003133253,0.00005749644,0.00007885911,0.003183862],"genre_scores_gemma":[0.9938019,0.0001131338,0.004576572,0.00001359309,0.00002016202,0.00001491895,0.0000249997,0.000004923606,0.001429787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001086879,"threshold_uncertainty_score":0.002249658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004730758600632461,"score_gpt":0.2077426415121313,"score_spread":0.2030118829114988,"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."}}