{"id":"W2058262241","doi":"10.1007/s11837-010-0014-x","title":"Strengthening behavior of beta phase in lamellar microstructure of TiAl alloys","year":2010,"lang":"en","type":"article","venue":"JOM","topic":"Intermetallics and Advanced Alloy Properties","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Lamellar structure; Materials science; Creep; Microstructure; Phase (matter); Metallurgy; Composite material; Chemistry","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":[0.00003861731,0.00007876757,0.000150708,0.00005343171,0.000007630025,0.000005399855,0.0001018814,0.00006306437,0.00008426691],"category_scores_gemma":[0.000008386299,0.00006886481,0.00004458716,0.00004848682,0.00003616399,0.00004999242,0.00001991729,0.0001902067,0.0000013928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005351869,"about_ca_system_score_gemma":0.000006323869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000154233,"about_ca_topic_score_gemma":0.00006438723,"domain_scores_codex":[0.9995465,0.000003670337,0.0002107746,0.00006724094,0.00006444592,0.0001073211],"domain_scores_gemma":[0.9997881,0.000008951899,0.00003401722,0.0001264206,0.000023195,0.00001929202],"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":[0.000007408591,0.00003075525,0.0003993208,0.00003230896,0.00000872706,0.000002900675,0.0001817326,0.0008023533,0.9926379,0.0002175382,0.00001141596,0.005667643],"study_design_scores_gemma":[0.0005499892,0.00004338083,0.00135297,0.00002733449,0.000012818,0.000002700521,0.00004480268,0.001861143,0.9924933,0.00005410707,0.003460594,0.00009690391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991273,0.0000556778,0.00002706723,0.000004657737,0.0002796653,0.00006136465,0.00003049468,0.00001909768,0.0003946898],"genre_scores_gemma":[0.99791,0.00001079502,0.00195483,0.000003804525,0.000044751,0.000003514905,0.000006165766,0.00001678654,0.00004930183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00557074,"threshold_uncertainty_score":0.2808225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006928962778124526,"score_gpt":0.2354740400892065,"score_spread":0.228545077311082,"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."}}