{"id":"W2920973752","doi":"10.1016/j.ijplas.2019.03.003","title":"In honor of Raja K Mishra","year":2019,"lang":"en","type":"article","venue":"International Journal of Plasticity","topic":"Microstructure and mechanical properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Dislocation; Nucleation; Twist; Torque; Condensed matter physics; Thermodynamics; Mechanics; Crystallography; Composite material; Geometry; Mathematics; Physics","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":[],"category_scores_codex":[0.0002005509,0.00004939903,0.0001523832,0.00008621607,0.000004757238,0.00001706953,0.0003220178,0.00003233691,0.001905043],"category_scores_gemma":[0.0002269229,0.00003535131,0.00005040495,0.00003018529,0.00002603337,0.0002042035,0.00004730952,0.00009711667,0.00006283083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003746784,"about_ca_system_score_gemma":0.00005597759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003466896,"about_ca_topic_score_gemma":0.000010987,"domain_scores_codex":[0.9991855,0.00002605345,0.0003604402,0.00006365185,0.0002896548,0.00007467354],"domain_scores_gemma":[0.999341,0.0000967141,0.0002469281,0.00003864334,0.000246444,0.00003025641],"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":[0.0002609625,0.00004005269,0.001179204,0.00000817815,0.00001007903,0.00001558669,0.0001172895,0.0003011946,0.9967985,0.0007698848,0.0003661751,0.0001328648],"study_design_scores_gemma":[0.0007473545,0.0001409202,0.004182551,0.00009620089,0.000005613326,0.00007225105,0.00004277857,0.0001342488,0.9904554,0.002302761,0.001765949,0.00005393954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966068,0.00002840781,0.0007977682,0.0001935278,0.001856408,0.00002974989,0.00001239185,0.000001721603,0.000473206],"genre_scores_gemma":[0.9987956,0.000007361627,0.0007764166,0.0001402756,0.0001372924,1.673922e-7,2.654913e-7,0.000003086107,0.0001395112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006343096,"threshold_uncertainty_score":0.9990073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007480977656507288,"score_gpt":0.2433164144410348,"score_spread":0.2358354367845275,"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."}}