{"id":"W4402676716","doi":"10.1680/jgere.24.00008","title":"Results of a dilatancy round robin","year":2024,"lang":"en","type":"article","venue":"Geotechnical Research","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Klohn Crippen Berger (Canada); BGC Engineering (Canada)","funders":"Freeport-McMoRan Foundation","keywords":"Dilatant; Geology; Geotechnical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007613381,0.0007389347,0.001143975,0.001364407,0.001265263,0.0007872817,0.001198652,0.001008487,0.009593165],"category_scores_gemma":[0.009718058,0.0003219349,0.001043908,0.0009799681,0.0008063649,0.0006232368,0.001726605,0.0008188054,0.004892094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000908436,"about_ca_system_score_gemma":0.0007479627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003284116,"about_ca_topic_score_gemma":0.002811948,"domain_scores_codex":[0.9924554,0.001944796,0.0004279928,0.001713413,0.002584058,0.0008743318],"domain_scores_gemma":[0.9802757,0.005758235,0.00124161,0.003541824,0.008129645,0.001052985],"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":[0.007643731,0.00415669,0.0337756,0.0005559315,0.0001616664,0.00119176,0.007345662,0.005905978,0.7189409,0.002251694,0.00433073,0.2137398],"study_design_scores_gemma":[0.0002030571,0.02324633,0.1670909,0.00005920072,0.0002661543,0.00114512,0.004067727,0.007369096,0.7530704,0.001231595,0.04186509,0.0003852474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9376445,0.0003321164,0.03631288,0.0002126557,0.0001304032,0.001999702,0.002969884,0.0007508544,0.01964697],"genre_scores_gemma":[0.9037593,0.0002235371,0.04766309,0.0003771917,0.0000495221,0.001204835,0.003983274,0.0004819428,0.04225726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009593165,"threshold_uncertainty_score":0.04026383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04741213687736821,"score_gpt":0.3525718989671578,"score_spread":0.3051597620897896,"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."}}