{"id":"W4414077981","doi":"10.1016/j.ijmachtools.2025.104334","title":"A novel in-situ field-assisted powder bed laser fusion using liquid metal enabling microstructure control and strength enhancement of austenitic steel","year":2025,"lang":"en","type":"article","venue":"International Journal of Machine Tools and Manufacture","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Fondations communautaires du Canada; Tsinghua University; National Natural Science Foundation of China","keywords":"Microstructure; Austenite; Metal powder; Powder metallurgy; Ultimate tensile strength; Liquid metal; Fusion; Austenitic stainless steel","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0002041854,0.0003291832,0.0003955986,0.0002166448,0.0002902762,0.0004022507,0.0008086883,0.0005948152,0.00120385],"category_scores_gemma":[0.0001362482,0.0003209986,0.000299209,0.0002336474,0.0004447194,0.000669001,0.0004711025,0.0004720553,0.0003659828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004651608,"about_ca_system_score_gemma":0.0002584772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004726956,"about_ca_topic_score_gemma":0.0008853919,"domain_scores_codex":[0.9997463,0.00001632511,0.00001156174,0.00006641921,0.0001175393,0.00004188448],"domain_scores_gemma":[0.9999093,0.00001974922,0.00003084412,0.00001321827,0.00001667146,0.0000101473],"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":[0.00003089192,0.00001155205,0.00003527319,0.00005543925,0.00000336761,0.00003353024,0.00002944308,0.000144187,0.997236,0.0002745157,0.00007839465,0.002067439],"study_design_scores_gemma":[0.00001401547,0.0001136384,0.0003305869,0.00000232851,0.000004698842,0.00007948398,0.0000164238,0.003422015,0.9942789,0.00005721381,0.00167002,0.00001066337],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308303,0.002055175,0.05887384,0.0003507302,0.0001523288,0.00009732602,0.0002362391,0.0007114032,0.006692623],"genre_scores_gemma":[0.9844137,0.0003187277,0.01310628,0.0000479265,0.00002253862,0.00002554647,0.00006333041,0.00003172002,0.001970236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00120385,"threshold_uncertainty_score":0.004027307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009026961839492424,"score_gpt":0.2463471470903926,"score_spread":0.2373201852509002,"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."}}