{"id":"W3016956162","doi":"10.1103/physrevmaterials.4.043602","title":"Continuous strengthening in nanotwinned high-entropy alloys enabled by martensite transformation","year":2020,"lang":"en","type":"article","venue":"Physical Review Materials","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Materials science; Stacking-fault energy; Nanocrystalline material; Softening; Martensite; Condensed matter physics; Diffusionless transformation; Stacking; High entropy alloys; Strengthening mechanisms of materials; Metallurgy; Thermodynamics; Composite material; Nanotechnology; Grain size; Microstructure","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":[0.0001511808,0.000265786,0.0009041908,0.00002216931,0.00003336266,0.00004662109,0.0001454068,0.00003422437,0.0001570023],"category_scores_gemma":[0.00009810823,0.0002330261,0.00008103767,0.0001945823,0.00002188574,0.0002193213,0.00002960496,0.0001055479,0.0002875785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004745166,"about_ca_system_score_gemma":0.00000535734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002026648,"about_ca_topic_score_gemma":0.000001582994,"domain_scores_codex":[0.9985336,0.0001137364,0.0005749146,0.0002132846,0.0002067779,0.0003576782],"domain_scores_gemma":[0.9995955,0.0000669389,0.000068456,0.0001414094,0.0000324093,0.00009530856],"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":[0.00002452929,0.00003605327,0.00001094898,0.002880781,0.00006499825,0.000009063566,0.0006250304,0.0001614166,0.9883184,0.001195417,0.005703193,0.0009701822],"study_design_scores_gemma":[0.002664426,0.0002430586,0.0004909388,0.003060604,0.0003349672,0.000003949776,0.00007546162,0.00377414,0.9036373,0.0007207615,0.08372157,0.001272772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883541,0.00720104,0.0004548226,0.002046556,0.0002540087,0.0008618454,0.0001251738,0.0004097025,0.0002927678],"genre_scores_gemma":[0.9873354,0.01144725,0.0001304421,0.0006248846,0.0001989687,0.0001083373,0.0001023667,0.00004508863,0.000007288512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08468103,"threshold_uncertainty_score":0.9502528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008447936827002435,"score_gpt":0.2215930322355962,"score_spread":0.2131450954085938,"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."}}