{"id":"W4319302480","doi":"10.1007/978-3-031-22524-6_96","title":"Rationalization of the Modelling of Stress and Strain Evolution in Powder Bed Fusion Additive Manufacturing—A Perspective from a Background in the Simulation of Casting Processes","year":2023,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Residual stress; Materials science; Fusion; Rationalization (economics); Distortion (music); Component (thermodynamics); Casting; Process engineering; Mechanical engineering; Engineering drawing; Composite material; Engineering; Thermodynamics","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":[0.0005818063,0.0007514872,0.001276315,0.000379524,0.0006600866,0.001813022,0.00215596,0.002196105,0.002422293],"category_scores_gemma":[0.001539771,0.0008693127,0.0009539357,0.000511905,0.001467238,0.001126974,0.0007211479,0.001401787,0.000352833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286682,"about_ca_system_score_gemma":0.001710361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01495453,"about_ca_topic_score_gemma":0.009464237,"domain_scores_codex":[0.9997987,0.00006191525,0.00001007941,0.00002081192,0.00007611138,0.00003230602],"domain_scores_gemma":[0.9995909,0.0002612869,0.00003062564,0.00003124448,0.00006377777,0.00002215033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001380746,0.00001691303,0.00008536589,0.00002695449,0.000006177695,0.000030537,0.00002249768,0.973954,0.001049835,0.02304396,0.0001381979,0.001611757],"study_design_scores_gemma":[0.00000324754,0.000004503315,0.00003339579,0.000002877354,0.000001499889,0.000004327352,0.000004927036,0.9964024,0.0002281481,0.002940658,0.000371578,0.000002412755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1011416,0.001873634,0.8425605,0.001450238,0.0002800412,0.0001812199,0.0003594912,0.0004352471,0.05171816],"genre_scores_gemma":[0.8495414,0.001665705,0.1307463,0.0001873255,0.0001182402,0.00029062,0.0002975371,0.0003761679,0.01677674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01495453,"threshold_uncertainty_score":0.02973497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320534159079651,"score_gpt":0.2329975538097948,"score_spread":0.1997922122189983,"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."}}