{"id":"W4400086511","doi":"10.1007/s10035-024-01443-1","title":"Configurational mechanics in granular media","year":2024,"lang":"en","type":"article","venue":"Granular Matter","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Centre National de la Recherche Scientifique","keywords":"Granular material; Mechanics; Materials science; Classical mechanics; Physics; Composite material","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001957284,0.000210692,0.000201105,0.0002594639,0.00002950269,0.0001067767,0.0001558569,0.0001375835,0.001512202],"category_scores_gemma":[0.000006930197,0.0002049566,0.0001126851,0.0003060972,0.00002095639,0.000178198,0.0000178206,0.0002871506,0.00269385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000049009,"about_ca_system_score_gemma":0.00001698759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001128478,"about_ca_topic_score_gemma":0.00002599718,"domain_scores_codex":[0.9988658,0.00002778162,0.0002862713,0.0002398049,0.000250766,0.0003296088],"domain_scores_gemma":[0.9996206,0.00004933236,0.000006413058,0.0002283298,0.00001857352,0.000076784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007135917,0.0001949376,0.006977673,0.002413784,0.0002904294,0.002902078,0.006736876,0.003703651,0.5429732,0.1444675,0.2698668,0.0194017],"study_design_scores_gemma":[0.002652473,0.00004937838,0.009008609,0.0006601289,0.0001781632,0.0003109254,0.0001593482,0.3331849,0.06302572,0.07711039,0.5113598,0.00230027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5848454,0.02944559,0.3287282,0.005059374,0.01400634,0.00159394,0.0004407661,0.004086667,0.03179378],"genre_scores_gemma":[0.9986216,0.0000739043,0.0003856652,0.0004013551,0.0001918841,0.00004508559,0.0001338835,0.00007447501,0.00007215334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4799475,"threshold_uncertainty_score":0.9994006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007337894047341409,"score_gpt":0.1960623336065058,"score_spread":0.1887244395591644,"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."}}