{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001025498,0.00022588,0.0001209113,0.0003100484,0.000133734,0.0003263238,0.0003995521,0.0002062962,0.0005879057],"category_scores_gemma":[0.0001534272,0.0001567927,0.0001294741,0.0001669844,0.0001983347,0.000309282,0.0002198626,0.0002725072,0.0002793845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004144374,"about_ca_system_score_gemma":0.0001844362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002399434,"about_ca_topic_score_gemma":0.0007298562,"domain_scores_codex":[0.999941,0.00000312428,0.000004373038,0.00001757328,0.00001921929,0.00001466643],"domain_scores_gemma":[0.9999187,0.000006142933,0.00003833531,0.00001108458,0.00001505706,0.00001066002],"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":[0.00002593506,0.00001145183,0.0002197138,0.00009932987,0.000004116846,0.0000434922,0.00002552268,0.0005658658,0.9932289,0.001002829,0.00009653253,0.004676198],"study_design_scores_gemma":[0.00001414282,0.000179903,0.001742877,0.000008126641,0.0000113213,0.0001366268,0.00002326028,0.006997794,0.9844015,0.0002229254,0.006252997,0.000008584738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389461,0.002254618,0.05016438,0.0001823789,0.00007408996,0.0001117994,0.0004069453,0.0008790186,0.006980645],"genre_scores_gemma":[0.9832132,0.0003444837,0.01519162,0.00003010011,0.00001015383,0.00008226334,0.0001243384,0.00005773329,0.0009461511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005879057,"threshold_uncertainty_score":0.003006935,"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."}}