{"id":"W4206949488","doi":"10.1007/s00170-022-08728-w","title":"Titanium aluminides processing by additive manufacturing – a review","year":2022,"lang":"en","type":"review","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Intermetallics and Advanced Alloy Properties","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aerospace; Materials science; Automotive industry; Manufacturing engineering; Titanium alloy; Titanium; Process engineering; Mechanical engineering; Metallurgy; Engineering; Alloy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003486311,0.0005524121,0.00141192,0.0005517476,0.0001365835,0.00007473733,0.002667665,0.0001767845,0.0004099784],"category_scores_gemma":[0.0001115065,0.0003713641,0.0005239445,0.0001425522,0.0001433437,0.0003308612,0.0004730455,0.001796945,0.00001853067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006235333,"about_ca_system_score_gemma":0.00009732844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.437854e-7,"about_ca_topic_score_gemma":0.000001129863,"domain_scores_codex":[0.9974468,0.00005086814,0.00122703,0.0002775925,0.0006152059,0.0003825121],"domain_scores_gemma":[0.9982387,0.0001762707,0.001048158,0.0003652858,0.0001151648,0.00005641108],"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":[0.000008299846,0.00001850784,8.290035e-9,0.003106171,0.0005067647,0.00009934841,0.00000897983,0.0003156154,0.00006065557,0.00004198779,0.002698243,0.9931354],"study_design_scores_gemma":[0.0001463151,0.00006474891,4.814263e-8,0.01788188,0.0002851661,0.001238303,0.00007049027,0.000008899178,0.02312598,0.0007948389,0.9560247,0.000358608],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006756573,0.9965115,0.0002029649,0.0003434336,0.001526482,0.0003753612,0.00008346398,0.0002039487,0.0006853184],"genre_scores_gemma":[0.0001789083,0.9977309,0.001120458,0.0001724175,0.0002417252,0.0001149495,0.00003997359,0.0001292007,0.0002714545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9927768,"threshold_uncertainty_score":0.9998738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729714313000123,"score_gpt":0.2763586662956841,"score_spread":0.2590615231656829,"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."}}