{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001499968,0.0005137727,0.002757884,0.0003331943,0.0001283378,0.00008086557,0.0005521544,0.0001939024,0.00291589],"category_scores_gemma":[0.0004058594,0.0004182198,0.0005191083,0.0002960839,0.0001550479,0.0004136779,0.0002007056,0.0002832429,0.0002022539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007210425,"about_ca_system_score_gemma":0.0002748441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008763305,"about_ca_topic_score_gemma":0.000003612439,"domain_scores_codex":[0.996883,0.0004999186,0.001319966,0.0005331332,0.0004106474,0.0003533516],"domain_scores_gemma":[0.9978333,0.0007676537,0.0006439079,0.0005407427,0.0001056583,0.0001087393],"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":[0.000001712853,0.00002656253,6.363269e-9,0.1675872,0.0001224011,0.000008148478,0.00006304541,0.000002895934,0.0000645929,0.00004088814,0.0008544577,0.8312281],"study_design_scores_gemma":[0.0001261518,0.00002111822,3.228656e-7,0.1634144,0.002785372,0.00006727277,0.00002044292,0.000008249418,0.005770308,0.00003001848,0.827341,0.0004152838],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003601259,0.9916215,0.0001453298,0.00005030167,0.0002384022,0.001559944,0.0006158826,0.00008110955,0.005651543],"genre_scores_gemma":[0.000006476327,0.9947408,0.003828756,0.0002921596,0.00006378716,0.0002556473,0.0001282183,0.00003968234,0.00064444],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8308128,"threshold_uncertainty_score":0.999827,"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."}}