{"id":"W4417506870","doi":"10.1016/j.jallcom.2025.185705","title":"Liquid-state miscibility gap enabled crack suppression in functionally graded additively manufactured Ni-Cu alloy systems","year":2025,"lang":"en","type":"article","venue":"Journal of Alloys and Compounds","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; FedDev Ontario","keywords":"Equiaxed crystals; Spinodal decomposition; Nucleation; Electron backscatter diffraction; Miscibility; Eutectic system; Near net shape; Alloy; Energy-dispersive X-ray spectroscopy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001230589,0.0002296129,0.0001870119,0.000223378,0.0001411696,0.0003002637,0.0003835179,0.0001898886,0.0004733861],"category_scores_gemma":[0.0002625523,0.0001425332,0.0001176172,0.0001498335,0.0002131526,0.0002618229,0.0002057691,0.0002065532,0.0001517102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00038122,"about_ca_system_score_gemma":0.0001539624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009752533,"about_ca_topic_score_gemma":0.002192585,"domain_scores_codex":[0.999891,0.000008332149,0.000008167875,0.00002584846,0.00004652652,0.0000200811],"domain_scores_gemma":[0.9999011,0.00001404711,0.00003237068,0.00001730055,0.00002560238,0.000009518268],"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":[0.00007062471,0.00001051588,0.0004840142,0.00006161237,0.000004992312,0.00006879127,0.00004204151,0.001540677,0.99511,0.0001735049,0.00002147533,0.002411811],"study_design_scores_gemma":[0.00000357468,0.0001470109,0.001264395,0.000003662943,0.000009201983,0.00003765685,0.00003290267,0.01097116,0.9867315,0.00003150473,0.0007614186,0.000006038083],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963981,0.0001758154,0.002664701,0.000009962111,0.00000583762,0.00000613687,0.00004886936,0.00008199272,0.0006086222],"genre_scores_gemma":[0.9980972,0.00004193209,0.001650318,0.00000228383,5.837721e-7,0.000004628037,0.00002123402,0.000008359171,0.0001733721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009752533,"threshold_uncertainty_score":0.002765954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148516600790111,"score_gpt":0.223059464377305,"score_spread":0.2115742983694039,"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."}}