{"id":"W3160442205","doi":"10.2139/ssrn.3805260","title":"Laser Powder Bed Fusion of Functionally Graded Bi-Materials: Role of VC on Functionalizing AISI H13 Tool Steel","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Tool steel; Metallurgy; Fusion; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002150841,0.0002131597,0.0004555067,0.0003115545,0.0003665971,0.0005021043,0.0004627916,0.0004384671,0.003477905],"category_scores_gemma":[0.0002247866,0.0001641804,0.0002645093,0.0003346367,0.00031888,0.0004008076,0.0003610514,0.0003251964,0.0005031363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004886916,"about_ca_system_score_gemma":0.0002599903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192181,"about_ca_topic_score_gemma":0.002669952,"domain_scores_codex":[0.9997914,0.00001724942,0.000008481125,0.00003219104,0.00007663172,0.00007400766],"domain_scores_gemma":[0.9999218,0.00002336992,0.00001540527,0.00001153682,0.00001923953,0.000008764289],"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":[0.0003453595,0.00003371996,0.0002779926,0.0001140176,0.000009046172,0.00006104784,0.00006521013,0.001008281,0.9931135,0.0007125739,0.0001490493,0.004110313],"study_design_scores_gemma":[0.00001144124,0.0001733577,0.001035684,0.000004490536,0.000006728684,0.00002707308,0.00004423504,0.002486152,0.9955042,0.00005174422,0.0006498377,0.00000511698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924757,0.0005544607,0.002279946,0.00004123364,0.00002382389,0.00001274965,0.00007742244,0.00009199484,0.004442693],"genre_scores_gemma":[0.9983042,0.00008466261,0.0005078603,0.000006399265,0.000002318356,0.000003497948,0.0000404532,0.00001530288,0.001035371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003477905,"threshold_uncertainty_score":0.01163477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006658426465743997,"score_gpt":0.1951086167044397,"score_spread":0.1884501902386957,"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."}}