{"id":"W2073044435","doi":"10.1103/physrevlett.107.015702","title":"Direct Measurement of Microstructural Avalanches during the Martensitic Transition of Cobalt Using Coherent X-Ray Scattering","year":2011,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"High-pressure geophysics and materials","field":"Earth and Planetary Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"U.S. Department of Energy; National Science Foundation","keywords":"Scattering; Materials science; Condensed matter physics; Diffusionless transformation; Phase (matter); Martensite; Microscale chemistry; Phase transition; Amplitude; Cobalt; Physics; Optics; Microstructure; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001771496,0.0002248664,0.0001825996,0.0005268854,0.0001870579,0.000583831,0.0002712405,0.0002497118,0.0006074419],"category_scores_gemma":[0.0006579589,0.000193792,0.000133605,0.000410672,0.0004061571,0.0005256688,0.0003011628,0.0004615955,0.000137637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005309651,"about_ca_system_score_gemma":0.0002056022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496665,"about_ca_topic_score_gemma":0.001696544,"domain_scores_codex":[0.9998492,0.000008325351,0.000005424585,0.00004152169,0.00006907717,0.00002637377],"domain_scores_gemma":[0.999445,0.0001716884,0.0001539703,0.00004040094,0.0001309869,0.00005803516],"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":[0.0001103319,0.0000306442,0.004677215,0.00004719636,0.00001051484,0.00007773657,0.0001149144,0.0003939966,0.9903653,0.0003207278,0.00005531908,0.003796092],"study_design_scores_gemma":[0.00002375514,0.000286337,0.06156408,0.00000945685,0.00002008277,0.0003171067,0.000212635,0.009409674,0.9267693,0.0002868811,0.001078816,0.00002180106],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917637,0.0005865207,0.006056355,0.00004305118,0.00001027419,0.00002385955,0.0001501655,0.00005720607,0.001308842],"genre_scores_gemma":[0.9966416,0.0003955429,0.002304808,0.00001500844,0.00001000373,0.00001392797,0.0001194468,0.00001094181,0.0004886982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001496665,"threshold_uncertainty_score":0.003852367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188186118854304,"score_gpt":0.2233705123846724,"score_spread":0.1914886511961293,"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."}}