{"id":"W7081968378","doi":"10.11159/htff25.121","title":"Optimization of Thermophysical Properties of Pyrochlore-type TBCs Based on Molecular Dynamics Simulation","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Molecular dynamics; Work (physics); Thermal conductivity; Dynamics (music); Computer simulation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000209398,0.0003104746,0.0004421908,0.0002727073,0.0004103718,0.0004990001,0.000467753,0.0004067968,0.002200021],"category_scores_gemma":[0.0004049036,0.0002232745,0.0003447679,0.0004207485,0.0002627754,0.0004355413,0.0002429084,0.0004565587,0.0002066133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007167766,"about_ca_system_score_gemma":0.000825486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003584292,"about_ca_topic_score_gemma":0.00516115,"domain_scores_codex":[0.9999281,0.00001138803,0.000002106317,0.000009619401,0.00002750334,0.00002116802],"domain_scores_gemma":[0.9998734,0.00005069581,0.00001386208,0.00001141457,0.00003878366,0.00001196213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002925695,0.0001639741,0.001353613,0.0002879433,0.00004139009,0.0001255915,0.00005287818,0.911189,0.06682497,0.009538428,0.00096879,0.009160891],"study_design_scores_gemma":[0.00003193723,0.00007164171,0.0003380245,0.000007865389,0.00001058358,0.000006630836,0.00002296527,0.9889879,0.009460722,0.0004483128,0.0006050385,0.000008375163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659199,0.0009268272,0.01873292,0.0003416243,0.00008526732,0.0000472632,0.0002115646,0.0001289309,0.01360558],"genre_scores_gemma":[0.9933504,0.0002502592,0.005287485,0.00002137109,0.00000499632,0.0000518801,0.0001109334,0.00003222532,0.0008905434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003584292,"threshold_uncertainty_score":0.007359743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005541746127151962,"score_gpt":0.1926358873987045,"score_spread":0.1870941412715525,"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."}}