{"id":"W2082106377","doi":"10.1007/s10035-007-0075-x","title":"Experimental characterization of the chaotic dynamics of cohesionless particles: application to a V-blender","year":2007,"lang":"en","type":"article","venue":"Granular Matter","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Mixing (physics); Chaotic; Characterization (materials science); Work (physics); Tracking (education); Position (finance); Chaotic mixing; Mechanics; Series (stratigraphy); Statistical physics; Dynamics (music); Computer science; Field (mathematics); Particle (ecology); Classical mechanics; Physics; Mathematics; Geology; Acoustics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002813074,0.0002402461,0.0002890757,0.0002489613,0.0004784402,0.0004845072,0.0003706356,0.0004582286,0.001430729],"category_scores_gemma":[0.0007960891,0.000149523,0.0001152615,0.0003038114,0.0005428365,0.0005039719,0.0003891476,0.000384123,0.0001384952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002927699,"about_ca_system_score_gemma":0.0001316698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006672395,"about_ca_topic_score_gemma":0.0004422952,"domain_scores_codex":[0.9998276,0.00001921628,0.000009647775,0.00004463044,0.00006142301,0.0000374901],"domain_scores_gemma":[0.9994187,0.0002186406,0.0001289159,0.00008359777,0.00008927088,0.00006091137],"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":[0.0003340336,0.0001567053,0.0009225538,0.00003158645,0.000004776196,0.00005205442,0.0000787405,0.0006625625,0.9954038,0.0002564942,0.00004100992,0.002055773],"study_design_scores_gemma":[0.00003852709,0.0002766897,0.003053056,0.000002729385,0.000006105529,0.00004687171,0.00004169715,0.01010017,0.9860822,0.00006892481,0.0002755095,0.000007538971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972286,0.00009607388,0.001965055,0.00002128881,0.000007396513,0.00001210493,0.0000534358,0.00002411908,0.0005920501],"genre_scores_gemma":[0.9989379,0.00004056242,0.0007203952,0.000002668459,0.000002759179,0.000005013811,0.00002943323,0.000008786248,0.000252477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001430729,"threshold_uncertainty_score":0.004786253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005385390400384453,"score_gpt":0.2032728074669437,"score_spread":0.1978874170665592,"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."}}