{"id":"W3117441790","doi":"10.1103/physreve.103.062902","title":"Micromechanical description of the compaction of soft pentagon assemblies","year":2021,"lang":"en","type":"article","venue":"Physical review. E","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Isotropy; Atomic packing factor; Granular material; Compaction; Materials science; Particle (ecology); Discrete element method; Mechanics; Homogenization (climate); Jamming; Modulus; Contact force; Elastic modulus; Physics; Composite material; Classical mechanics; Condensed matter physics; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.00006854173,0.00007253496,0.0002556613,0.00001009421,0.0000148437,0.000004500765,0.0000842464,0.00001901226,0.00002071511],"category_scores_gemma":[0.00005605804,0.00005240858,0.0001964026,0.0001962007,0.00002043364,0.00005552981,0.0000267446,0.00009621766,0.00001312883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001680208,"about_ca_system_score_gemma":0.00001188122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004077592,"about_ca_topic_score_gemma":0.000002027351,"domain_scores_codex":[0.9994777,0.00004619632,0.0001811284,0.00007221907,0.0001411939,0.0000815607],"domain_scores_gemma":[0.9996482,0.00003288801,0.0000350008,0.0001986165,0.00006207426,0.00002318126],"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":[0.000001574539,0.00005826737,0.00008280921,0.0008018526,0.00001753616,2.694796e-7,0.00002119299,0.00002099081,0.9936929,0.001424883,0.00120827,0.002669464],"study_design_scores_gemma":[0.0001282375,0.00001644224,0.001565444,0.0007065279,0.0001010086,0.000004244328,0.0000108466,0.003761504,0.9872518,0.001323035,0.005054461,0.00007640907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825127,0.0111901,0.005046994,0.000227608,0.0002918487,0.0001455359,0.000009036443,0.00003582194,0.0005403166],"genre_scores_gemma":[0.9977562,0.002015732,0.00009603371,0.00005584884,0.00004438026,0.000004298063,0.000007056753,0.000009471903,0.00001094001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0152435,"threshold_uncertainty_score":0.213716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01958619511071318,"score_gpt":0.2694316310419878,"score_spread":0.2498454359312746,"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."}}