{"id":"W2003302177","doi":"10.1209/epl/i2003-10157-4","title":"Oscillatory granular segregation in a long drum mixer","year":2004,"lang":"en","type":"article","venue":"Europhysics Letters (EPL)","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Drum; Mechanics; Phase (matter); Core (optical fiber); Physics; Statistical physics; Materials science; Optics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008314788,0.0002240072,0.00019756,0.0001372522,0.00005312389,0.00004352222,0.0001633759,0.00005891704,0.000008260437],"category_scores_gemma":[0.000006530213,0.0002478694,0.0001024303,0.0003884289,0.00004764549,0.0002115642,0.00002621787,0.000282119,0.0002627828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001223583,"about_ca_system_score_gemma":0.00001256527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002663013,"about_ca_topic_score_gemma":0.000007736619,"domain_scores_codex":[0.9989142,0.0000315859,0.0002232355,0.0002395421,0.000233218,0.0003582205],"domain_scores_gemma":[0.9995577,0.00001479417,0.00002247385,0.0003172068,0.0000175502,0.00007021529],"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":[0.00001443413,0.00006552395,0.002176185,0.0001159488,0.00003309498,0.0003457724,0.001108113,0.04999664,0.939894,0.001828519,0.001034666,0.003387149],"study_design_scores_gemma":[0.01623987,0.0002569034,0.09824684,0.0008683139,0.0002390491,0.00008413926,0.0001495334,0.0250222,0.813208,0.01420061,0.02630364,0.005180924],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974486,0.0001788299,0.02343511,0.0004311122,0.0005593757,0.00016539,0.000004802076,0.0002743192,0.0004650866],"genre_scores_gemma":[0.9981501,0.0000211869,0.000578969,0.0009396032,0.0001889181,0.00001109845,0.00002058068,0.0000779178,0.00001168734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.126686,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003716230462656279,"score_gpt":0.1683737288927495,"score_spread":0.1646574984300932,"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."}}