{"id":"W4391999093","doi":"10.1016/j.matchar.2024.113778","title":"Effect of heat treatment on mechanical compression properties of C250 maraging steel fabricated by directed energy deposition","year":2024,"lang":"en","type":"article","venue":"Materials Characterization","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Austenite; Maraging steel; Ductility (Earth science); Microstructure; Fabrication; Composite material; Metallurgy; Alloy; Compressive strength; Deposition (geology); Ultimate tensile strength; Phase (matter); Creep","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":[0.00009072307,0.0002178333,0.0003687829,0.00009589729,0.00003311256,0.0000723414,0.00006055947,0.00008836444,0.0001183045],"category_scores_gemma":[0.000008882491,0.000156988,0.00003607534,0.00009328866,0.00001923468,0.0001426563,0.00001861978,0.00002357154,0.000005519412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005790679,"about_ca_system_score_gemma":0.000006501553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004186655,"about_ca_topic_score_gemma":3.173849e-7,"domain_scores_codex":[0.9990439,0.0001474918,0.0003593795,0.0001867971,0.000126733,0.0001357372],"domain_scores_gemma":[0.9997268,0.00004589728,0.00005679604,0.0001135135,0.00002870177,0.00002828297],"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":[0.000275277,0.00003369872,0.000001699986,0.001320396,0.00005176119,0.000001882186,0.00006353324,0.0001894637,0.9922276,0.00002074448,0.00002304501,0.005790935],"study_design_scores_gemma":[0.0002181393,0.0004580221,0.0001730471,0.0008575644,0.00004569421,0.000002672304,0.000001668844,0.004802555,0.9930066,0.000004095566,0.0002919174,0.0001380367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962403,0.0001337818,0.001879279,0.00001382791,0.000638134,0.0002123622,0.0004362846,0.0004149852,0.00003105492],"genre_scores_gemma":[0.998248,0.0002360468,0.00001363716,0.000005513742,0.00008672303,0.00008032685,0.001247745,0.00004866795,0.00003330028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005652898,"threshold_uncertainty_score":0.6401784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006826679571750376,"score_gpt":0.197373353233462,"score_spread":0.1905466736617116,"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."}}