{"id":"W4413148293","doi":"10.1016/j.jallcom.2025.182945","title":"Enhancing the hot-working capability of TiAl intermetallics via innovative microstructural design","year":2025,"lang":"en","type":"article","venue":"Journal of Alloys and Compounds","topic":"Intermetallics and Advanced Alloy Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"National Major Science and Technology Projects of China; National Natural Science Foundation of China","keywords":"Intermetallic; Materials science; Metallurgy; Microstructure; Alloy","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":[0.000406398,0.0001337097,0.0002964368,0.00009633876,0.00007551889,0.00005738832,0.0002145975,0.00004395557,0.000006450678],"category_scores_gemma":[0.00003420696,0.00008395289,0.00008529639,0.0002034428,0.0001413414,0.0001221938,0.00005949382,0.0003096057,1.839328e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004760833,"about_ca_system_score_gemma":0.00003746735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005666064,"about_ca_topic_score_gemma":0.00000997273,"domain_scores_codex":[0.9990754,0.00004416083,0.0005460489,0.00007411652,0.0001169721,0.0001433559],"domain_scores_gemma":[0.9993507,0.0001183641,0.00016193,0.0001074698,0.0002371501,0.00002444409],"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":[0.0001343051,0.00002070973,0.000220511,0.0001007458,0.0003495076,0.000004817039,0.0007400087,0.003561194,0.9818804,0.00239354,0.0001025431,0.0104917],"study_design_scores_gemma":[0.001140635,0.0004419815,0.005488033,0.0008149793,0.0001214652,0.0001833706,0.001037708,0.01401669,0.950035,0.01896496,0.007387297,0.0003678352],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495257,0.0009065936,0.04793193,0.00009906314,0.0007236379,0.00008388297,0.000001171989,0.00001208152,0.0007159428],"genre_scores_gemma":[0.9961258,0.0001219371,0.00353341,0.00007653217,0.00008171971,0.000001209636,3.641959e-7,0.000009923046,0.00004912879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04660008,"threshold_uncertainty_score":0.34235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174089209847551,"score_gpt":0.2256029209280696,"score_spread":0.2138620288295941,"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."}}