{"id":"W23317873","doi":"10.4315/0362-028x.jfp-12-126","title":"Effect of Elements in Cu-enriched Liquid Phase on Surface Hot Shortness in Steels","year":2003,"lang":"en","type":"article","venue":"材料とプロセス : 日本鉄鋼協会講演論文集 = Current advances in materials and processes : report of the ISIJ meeting","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metallurgy; Materials science; Scrap; Grain boundary; Liquid metal embrittlement; Cracking; Embrittlement; Penetration (warfare); Austenite; Steelmaking; Hot working; Copper; Grain size; Microstructure; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002377205,0.000292716,0.0003506399,0.0003068273,0.0004691068,0.0004825079,0.0003545267,0.0002961471,0.002222738],"category_scores_gemma":[0.0005679652,0.0001625844,0.0003506568,0.0001842782,0.0003228933,0.0002374301,0.0003184385,0.0003798646,0.0003729119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005925295,"about_ca_system_score_gemma":0.0004915126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165718,"about_ca_topic_score_gemma":0.02038015,"domain_scores_codex":[0.9997278,0.00005301246,0.00001605122,0.0000526617,0.00007013518,0.00008036071],"domain_scores_gemma":[0.9996712,0.00005336121,0.00005623316,0.00001326598,0.0001370944,0.00006888044],"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":[0.005623171,0.0002959888,0.005662341,0.0006398592,0.0001594147,0.0002711736,0.0002789923,0.001762928,0.9706578,0.0001603219,0.0008533689,0.01363458],"study_design_scores_gemma":[0.00006009523,0.00363541,0.02178296,0.00005714276,0.0001178475,0.00009283662,0.000405746,0.002883324,0.9652895,0.0001346181,0.005502151,0.00003847155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954332,0.00231597,0.0004642839,0.00007590838,0.00008677322,0.0000245112,0.0001922057,0.00006105933,0.001346167],"genre_scores_gemma":[0.9970084,0.0005590232,0.0004187326,0.00004642811,0.00001122198,0.000008753066,0.0001360544,0.00002592795,0.001785501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01165718,"threshold_uncertainty_score":0.02317864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00982531878638646,"score_gpt":0.3005430301786199,"score_spread":0.2907177113922335,"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."}}