{"id":"W4360604094","doi":"10.1016/j.matchar.2023.112834","title":"Influence of α case and transition zone microstructures on tensile properties in laser powder bed fused and heat-treated Ti-5553 parts","year":2023,"lang":"en","type":"article","venue":"Materials Characterization","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Safran Electronics (Canada); University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Ultimate tensile strength; Ductility (Earth science); Microstructure; Composite material; Indentation hardness; Brittleness; Grain boundary; Electron backscatter diffraction; Fracture (geology); Tensile testing; 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":[0.0000768003,0.0001514856,0.0002255555,0.0001199958,0.00004302172,0.0000665941,0.00002289034,0.0000767727,0.00003983062],"category_scores_gemma":[0.00001723367,0.0001306193,0.000006880588,0.00009552767,0.00004306141,0.000188786,0.00001433352,0.00002896888,0.000004034947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009272956,"about_ca_system_score_gemma":0.000003751938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000707154,"about_ca_topic_score_gemma":0.000008534369,"domain_scores_codex":[0.9993598,0.00004063984,0.0002438256,0.0001575784,0.00005912825,0.0001390321],"domain_scores_gemma":[0.999808,0.00001633679,0.00003688307,0.00007436871,0.00003752736,0.00002688461],"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":[0.00008322723,0.000008354354,0.0001666124,0.0005158787,0.000009032403,0.00004481025,0.001073999,0.001986218,0.9959464,0.000002425815,0.000005069852,0.0001579534],"study_design_scores_gemma":[0.0002914632,0.0000385978,0.09347734,0.0001565629,0.000009428374,0.00003547842,0.00003841875,0.0001566137,0.9056204,0.00001357852,0.00003443409,0.0001276714],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990374,0.00001207346,0.000007398888,0.00003293612,0.0001055537,0.0002384495,0.0004234978,0.0001407092,0.000002004247],"genre_scores_gemma":[0.9992658,0.0001195307,0.000008074252,0.00003791323,0.00004775154,0.00003165397,0.0004538455,0.00002807003,0.000007392177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09331073,"threshold_uncertainty_score":0.5326499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008841788496395837,"score_gpt":0.1870597277693913,"score_spread":0.1782179392729955,"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."}}