{"id":"W4416323913","doi":"10.1103/mvdf-bdrx","title":"Hot-Phonon-Induced Distortion of Diamond Defects on Ultrafast Timescales","year":2025,"lang":"en","type":"article","venue":"Physical Review Letters","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"De Beers (Canada)","funders":"Science and Technology Facilities Council; Engineering and Physical Sciences Research Council","keywords":"Phonon; Ultrashort pulse; Diamond; Excitation; Non-equilibrium thermodynamics; Thermal; Ab initio","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":[0.0001163402,0.0001105625,0.0001309371,0.00007457785,0.0001553416,0.0001634823,0.000249767,0.000145917,0.001203081],"category_scores_gemma":[0.0003907236,0.00009915887,0.00006842391,0.00006966426,0.0003128982,0.000329686,0.0001813163,0.0003574784,0.00009305298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003651289,"about_ca_system_score_gemma":0.0001743682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034179,"about_ca_topic_score_gemma":0.001374473,"domain_scores_codex":[0.9999557,0.000003420328,0.000001125811,0.0000112863,0.00001634955,0.0000122769],"domain_scores_gemma":[0.999859,0.0000779031,0.00001944523,0.00001454927,0.00001500609,0.00001407192],"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":[0.0002001635,0.00008308449,0.003501783,0.00008404303,0.00001707021,0.0001967455,0.0003461823,0.006759146,0.9757684,0.00464147,0.0001779446,0.008223951],"study_design_scores_gemma":[0.00007656993,0.0004338491,0.01460177,0.0000120255,0.00001257122,0.0002126646,0.0002551314,0.1013106,0.8775515,0.00327851,0.002218735,0.00003611638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971399,0.00007544585,0.002031323,0.00003180237,0.000006439648,0.000004705231,0.00002646823,0.00002493372,0.0006588608],"genre_scores_gemma":[0.9992017,0.00003005806,0.0004821935,0.000005273012,0.000001271093,0.000004471969,0.00001919235,0.000005351414,0.0002504796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001203081,"threshold_uncertainty_score":0.004024744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449601679295113,"score_gpt":0.3041509699089051,"score_spread":0.2896549531159539,"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."}}