{"id":"W3197224909","doi":"10.1039/d1sm01241j","title":"Three-dimensional compaction of soft granular packings","year":2021,"lang":"en","type":"preprint","venue":"Soft Matter","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Atomic packing factor; Granular material; Jamming; Materials science; Compaction; Power law; Overburden pressure; Coordination number; Shear stress; Mechanics; Volume fraction; Physics; Composite material; Condensed matter physics; Geotechnical engineering; Mathematics; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001242186,0.0003302749,0.0005046134,0.0001307534,0.00004129869,0.00005804217,0.0001931358,0.0003519004,0.001225814],"category_scores_gemma":[0.000008243986,0.0003426473,0.000305386,0.00009388591,0.00005497178,0.00007570552,0.0001939309,0.0006119946,0.0002377159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005456512,"about_ca_system_score_gemma":0.00003653295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081069,"about_ca_topic_score_gemma":0.00003149558,"domain_scores_codex":[0.998673,0.00002161023,0.0003849734,0.0003142566,0.0003263727,0.0002797994],"domain_scores_gemma":[0.9991891,0.00003961794,0.00006924753,0.0005213347,0.0001046018,0.00007614455],"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":[0.0001181842,0.0004348467,0.08788496,0.00939914,0.001639962,0.0002528105,0.002070189,0.07339693,0.5663895,0.0001467338,0.2484356,0.009831152],"study_design_scores_gemma":[0.004778924,0.0001305399,0.1387308,0.005527875,0.001538908,0.0003160571,0.0001889451,0.3592324,0.4406092,0.01667766,0.02601331,0.006255371],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9007987,0.001783397,0.09354292,0.000249207,0.00240509,0.0002731072,0.0000724874,0.0003280898,0.0005470472],"genre_scores_gemma":[0.9972565,0.00001058164,0.001804383,0.0002599604,0.0001957284,0.00002225462,0.0003138421,0.00009725096,0.00003952339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2858355,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136005589544637,"score_gpt":0.2123496316849599,"score_spread":0.2009895757895135,"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."}}