{"id":"W4386705872","doi":"10.2139/ssrn.4568921","title":"Orientation Matters: Assessing the Cyclic Deformation Behaviour of Laser Powder Bed Fusion Ti-6al-4v","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Smarter Alloys (Canada)","funders":"","keywords":"Materials science; Fusion; Orientation (vector space); Deformation (meteorology); Laser; Composite material; Geometry; Crystallography; Metallurgy; Optics; Mathematics; Chemistry; Physics","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":[0.0002577225,0.0001917486,0.0001217113,0.0003633191,0.0001836674,0.000298647,0.0002426059,0.0004086414,0.001280988],"category_scores_gemma":[0.0004801141,0.0001578692,0.0001517374,0.0004234336,0.0002734223,0.0002294883,0.000139126,0.0002187677,0.0002894888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002342714,"about_ca_system_score_gemma":0.0002394292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002798532,"about_ca_topic_score_gemma":0.00456415,"domain_scores_codex":[0.9998491,0.00001202631,0.000006760849,0.00002709306,0.00008155651,0.00002341641],"domain_scores_gemma":[0.9997886,0.00005314507,0.00005558539,0.00002547464,0.00005955764,0.00001772919],"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":[0.0009977958,0.000099932,0.01883594,0.00009515992,0.00001901874,0.00009361815,0.0001224464,0.008051436,0.9498695,0.0001163275,0.0002022436,0.02149659],"study_design_scores_gemma":[0.00001605327,0.001160861,0.2173905,0.00001179457,0.00004956341,0.0002349805,0.0002935016,0.03341346,0.7462921,0.0001179983,0.0009796646,0.00003950398],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974442,0.0001500667,0.001406726,0.00001782514,0.0000101154,0.000008846927,0.0001693846,0.00003395795,0.0007589438],"genre_scores_gemma":[0.9990375,0.00006190664,0.0004734948,0.000006348581,0.000002460792,0.000003369395,0.0000996244,0.00001084732,0.0003045778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002798532,"threshold_uncertainty_score":0.005564511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332071920905482,"score_gpt":0.260176635886895,"score_spread":0.2468559166778402,"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."}}