{"id":"W3184917726","doi":"10.1016/j.msea.2021.141773","title":"Microstructure effects on the machinability behaviour of Ti6Al4V produced by Selective Laser Melting and Electron Beam Melting process","year":2021,"lang":"en","type":"article","venue":"Materials Science and Engineering A","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Sandvik Coromant","keywords":"Machinability; Microstructure; Materials science; Selective laser melting; Hot isostatic pressing; Machining; Titanium alloy; Shear (geology); Metallurgy; Shear band; Composite material; Near net shape; Alloy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005493286,0.0001988742,0.0002382513,0.00004881692,0.0001713346,0.000175443,0.0001275348,0.00005151956,0.00001045785],"category_scores_gemma":[0.0003125709,0.0001482333,0.00001249024,0.0002321204,0.00009475873,0.0001591735,0.00005809269,0.0001129514,5.462015e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003939593,"about_ca_system_score_gemma":0.0000393281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001177134,"about_ca_topic_score_gemma":5.424505e-7,"domain_scores_codex":[0.9989515,0.00002252652,0.0001834579,0.000320614,0.0001957424,0.0003261722],"domain_scores_gemma":[0.9995412,0.00009236912,0.00004596927,0.0001456309,0.0001201962,0.0000546581],"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":[0.000007542748,0.000006396056,0.00008972816,0.0006527923,0.000008817628,0.000001564466,0.0004196387,0.0008515627,0.9977105,0.00001845183,0.00002591164,0.0002070739],"study_design_scores_gemma":[0.00009806917,0.00004496883,0.00417644,0.0001141483,0.00001383848,0.00002561423,0.0000515378,0.0001897059,0.9950402,0.00006176955,0.00001628113,0.0001674714],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991641,0.0002025187,0.00002805797,0.00004771923,0.0002086868,0.0001890625,0.00004063896,0.00009864003,0.0000205889],"genre_scores_gemma":[0.9997272,0.00002449771,0.00009950835,0.00001587529,0.00006543577,0.00003371187,0.000005334667,0.00002377579,0.00000462188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004086712,"threshold_uncertainty_score":0.6044778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002775202996035855,"score_gpt":0.1991868507418667,"score_spread":0.1964116477458309,"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."}}