{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007967975,0.0008530221,0.0005036463,0.001200479,0.0009511381,0.001899687,0.001361976,0.002066577,0.01931722],"category_scores_gemma":[0.001192625,0.0004221486,0.0005347094,0.0008674299,0.0006331468,0.001707641,0.0007371117,0.001145295,0.009821138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00105915,"about_ca_system_score_gemma":0.0005759579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004792111,"about_ca_topic_score_gemma":0.0009538547,"domain_scores_codex":[0.9991041,0.0001220635,0.00003890431,0.00008976799,0.0006013622,0.00004377092],"domain_scores_gemma":[0.9996803,0.00006897796,0.00003081886,0.0000402493,0.0001605155,0.00001911733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001039666,0.0001004118,0.0002242006,0.001639947,0.00001359181,0.0006445667,0.0001244689,0.01318254,0.03576734,0.737648,0.03515461,0.1753964],"study_design_scores_gemma":[0.000009947389,0.0001439645,0.0002451327,0.0003251823,0.00001404709,0.0006707669,0.00006823066,0.005436859,0.006686797,0.06224237,0.9241352,0.00002146306],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007599786,0.05356847,0.1480867,0.008934801,0.003667401,0.0003184569,0.000455432,0.0005715225,0.7767975],"genre_scores_gemma":[0.2020231,0.06017551,0.3156095,0.004900601,0.002594421,0.0009132715,0.0009041402,0.0004726101,0.4124069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01931722,"threshold_uncertainty_score":0.06462252,"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."}}