{"id":"W4386454727","doi":"10.1002/9781119210801.ch8","title":"Material Design and Considerations for Metal Additive Manufacturing","year":2021,"lang":"en","type":"other","venue":"","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Redistribution (election); Materials science; Nucleation; Machining; Subtractive color; Liquid metal; Microstructure; Crystallization; Metallurgy; Thermodynamics; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004584202,0.0002658438,0.0003241874,0.00007953236,0.00005098633,0.0001333308,0.00003654962,0.0001703216,0.02817393],"category_scores_gemma":[0.00002460766,0.000245043,0.00003817355,0.00001001942,0.00003325303,0.00003198258,0.00002722295,0.00005357158,0.00001057764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001238458,"about_ca_system_score_gemma":0.00001816182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001254405,"about_ca_topic_score_gemma":0.00002327688,"domain_scores_codex":[0.9993948,0.00002149418,0.0001201517,0.0002246118,0.00005617987,0.0001827033],"domain_scores_gemma":[0.9996063,0.0001940809,0.00003586001,0.0001015199,0.00001519682,0.0000470101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000920833,0.000007650591,4.312277e-8,0.0009457101,0.0003876874,0.00001941566,0.00003918305,0.0002501522,0.002590665,0.0006468302,0.9934009,0.001702598],"study_design_scores_gemma":[0.0001516935,0.00001588679,0.000002976773,0.00009305948,0.00005150946,0.00001447211,0.0000133967,0.00006847865,0.5649325,0.00116317,0.4332018,0.0002909939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005677361,0.002273967,0.3676652,0.0001010322,0.004770706,0.002600526,0.007276504,0.002568646,0.6121757],"genre_scores_gemma":[0.04285881,0.002319176,0.2804025,0.0002887401,0.004966686,0.001461075,0.002781962,0.002860869,0.6620603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5623419,"threshold_uncertainty_score":0.9992563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02514649667938658,"score_gpt":0.2265663115027367,"score_spread":0.2014198148233501,"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."}}