{"id":"W3140570261","doi":"10.1016/j.msea.2021.141167","title":"Effects of post-printing heat treatment on the microstructure and mechanical properties of a wire arc additive manufactured 420 martensitic stainless steel part","year":2021,"lang":"en","type":"article","venue":"Materials Science and Engineering A","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University; Ocean Frontier Institute; Canada Excellence Research Chairs, Government of Canada; Memorial University of Newfoundland; Canada Research Chairs","keywords":"Tempering; Materials science; Metallurgy; Martensite; Microstructure; Austenite; Ferrite (magnet); Carbide; Heat treating; Ultimate tensile strength; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001831073,0.0001994259,0.0003199372,0.00005861539,0.00009190103,0.0001025962,0.00009038734,0.00004900026,0.00002307606],"category_scores_gemma":[0.0001633274,0.0001274391,0.00002139077,0.00009329675,0.000164047,0.00009225197,0.00007337092,0.0000488021,6.907513e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003151105,"about_ca_system_score_gemma":0.00003808103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002096935,"about_ca_topic_score_gemma":0.000002083476,"domain_scores_codex":[0.9991295,0.00002499195,0.0002020177,0.0002215061,0.0001740047,0.0002479564],"domain_scores_gemma":[0.9995452,0.0001069982,0.00003228603,0.0001400193,0.0001197817,0.00005569721],"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":[0.00002026347,0.00001021588,0.000001163538,0.0008249517,0.00002632035,0.0000102992,0.0004742043,0.0006629842,0.9973935,0.0001744735,0.000006002376,0.0003956248],"study_design_scores_gemma":[0.000177231,0.0001003338,0.002768958,0.0004322552,0.00002517101,0.00002516838,0.000179436,0.0004345555,0.9955608,0.00003164377,0.0001267995,0.000137628],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989624,0.0002794629,0.00003400927,0.00007845323,0.0002948056,0.0001921618,0.00009975513,0.0000472096,0.00001173588],"genre_scores_gemma":[0.9995605,0.000145554,0.0001471236,0.00003240746,0.00005538382,0.00002831968,0.000004583881,0.00001848382,0.000007588215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002767794,"threshold_uncertainty_score":0.5196813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007256402803960113,"score_gpt":0.1746428799985917,"score_spread":0.1673864771946316,"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."}}