{"id":"W2885068736","doi":"10.1007/978-3-319-91713-9_4","title":"Process-Structure-Property Relationships in Additively Manufactured Metal Matrix Composites","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Aerospace; Materials science; Automotive industry; Layer (electronics); Composite material; Metallurgy; Manufacturing engineering; Engineering","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":[0.0001592357,0.0005992734,0.0003706054,0.0003539712,0.0003357657,0.0008646547,0.0005745455,0.0005374262,0.005166643],"category_scores_gemma":[0.0003939513,0.0004615684,0.000413103,0.0006559066,0.0005220482,0.001264234,0.0003743762,0.001376261,0.001885029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004890013,"about_ca_system_score_gemma":0.0002681413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002665328,"about_ca_topic_score_gemma":0.0006055604,"domain_scores_codex":[0.9998711,0.00001215188,0.000004259934,0.00003078073,0.00007382379,0.000007797789],"domain_scores_gemma":[0.9998877,0.00007784021,0.000009409261,0.000009151779,0.00001383192,0.000001989608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006514001,0.0001868331,0.0001881561,0.001291298,0.00003408482,0.0003665578,0.0003229535,0.02941083,0.2440357,0.5253712,0.01250714,0.1862201],"study_design_scores_gemma":[0.00001323328,0.0003069261,0.001726207,0.0002338686,0.00007248857,0.001159781,0.0001210655,0.06768864,0.219141,0.4152246,0.2942377,0.00007445498],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06550711,0.1552323,0.2736852,0.001234462,0.001492998,0.0001415134,0.0003505125,0.0008329241,0.501523],"genre_scores_gemma":[0.4484518,0.08765314,0.08807983,0.0005318933,0.0008028505,0.0002158902,0.000412363,0.0005847148,0.3732674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005166643,"threshold_uncertainty_score":0.01728415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02062554363134943,"score_gpt":0.2256107489185929,"score_spread":0.2049852052872435,"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."}}