{"id":"W4409801622","doi":"10.3390/met15050488","title":"Optimising Additive Manufacturing of NiTi and NiMnGa Shape Memory Alloys: A Review","year":2025,"lang":"en","type":"review","venue":"Metals","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada; Commonwealth Scientific and Industrial Research Organisation","keywords":"Nickel titanium; Shape-memory alloy; Materials science; Metallurgy","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":[0.000421875,0.0009744815,0.0008532811,0.002115526,0.0002760094,0.0008163171,0.0006729416,0.001001113,0.002388153],"category_scores_gemma":[0.0004879078,0.0004502147,0.0004655946,0.002086881,0.0002836491,0.001034999,0.0005072689,0.0008524627,0.001436126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004053459,"about_ca_system_score_gemma":0.0008653121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009660605,"about_ca_topic_score_gemma":0.00161079,"domain_scores_codex":[0.9998136,0.00001747268,0.00002407834,0.00004175027,0.00008473993,0.00001841703],"domain_scores_gemma":[0.9998034,0.00009123371,0.00003752206,0.000007613514,0.00004883999,0.00001143901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005232634,0.000132617,0.0002339727,0.03625296,0.0001046121,0.0001965605,0.0001089344,0.00173613,0.01236724,0.01056856,0.01075128,0.9274949],"study_design_scores_gemma":[0.000009594051,0.0002136119,0.0007456087,0.003170196,0.000133942,0.0007570435,0.00007744137,0.0006176199,0.0065962,0.002160776,0.9854872,0.00003074104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005914316,0.996774,0.0005699101,0.000101585,0.000132493,0.000008090344,0.00002287223,0.00001293092,0.001786619],"genre_scores_gemma":[0.002511706,0.9953995,0.0008872105,0.00007538437,0.00009281487,0.0000115254,0.00003721714,0.000003956357,0.0009806271],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002388153,"threshold_uncertainty_score":0.007989168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05104052932240015,"score_gpt":0.3335580362988119,"score_spread":0.2825175069764118,"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."}}