{"id":"W4290852316","doi":"10.1126/sciadv.abp9096","title":"Dynamic response of high-entropy alloys to ballistic impact","year":2022,"lang":"en","type":"article","venue":"Science Advances","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ballistic impact; High entropy alloys; Statistical physics; Materials science; Physics; Alloy; Metallurgy","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":[0.0005515088,0.0001265294,0.0001865588,0.000252512,0.0002976692,0.00002026334,0.0005745176,0.000008141448,0.0001545177],"category_scores_gemma":[0.0002759022,0.0001150732,0.00004405003,0.001232143,0.0002539537,0.0003041088,0.0002146441,0.0001016434,0.00002947156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004278495,"about_ca_system_score_gemma":0.00007990647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002198746,"about_ca_topic_score_gemma":0.00001772587,"domain_scores_codex":[0.9985275,0.0000408209,0.000188401,0.0002449957,0.0005806715,0.0004175943],"domain_scores_gemma":[0.9993992,0.0001344695,0.00003626241,0.0002701161,0.00005203897,0.0001078638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001159346,0.00001756492,0.0004442816,0.00001180622,0.00001109029,0.000008570078,0.0004743854,0.6840111,0.3131266,0.0005036205,0.0001451944,0.00112981],"study_design_scores_gemma":[0.002918154,0.005724979,0.5837097,0.0001634715,0.0001245131,0.0001139147,0.007192394,0.1347181,0.1841963,0.009234336,0.06870196,0.003202175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951717,0.0008521971,0.002637293,0.0001455212,0.0006825755,0.0001540342,0.0000608365,0.0001370862,0.0001587299],"genre_scores_gemma":[0.9960518,0.0000304477,0.003683962,0.00002788979,0.00001042864,0.00004291656,0.000001332479,0.0000141194,0.0001371088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5832654,"threshold_uncertainty_score":0.4692547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005597284664766779,"score_gpt":0.267581561234465,"score_spread":0.2619842765696982,"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."}}