{"id":"W7052093117","doi":"","title":"Process-Structure-Property Relationships in Selective Laser Melting of Aerospace Alloys","year":2019,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Invar; Residual stress; Selective laser melting; Thermal expansion; Laser; Ultimate tensile strength; Corrosion; Aerospace","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007523567,0.0003595244,0.0003857191,0.0005368904,0.0002180615,0.0004376174,0.0003586333,0.0004514625,0.0009868983],"category_scores_gemma":[0.001203827,0.0003174035,0.0005480115,0.0005298515,0.0002156375,0.0004402531,0.000272335,0.0003544425,0.0003272746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004307436,"about_ca_system_score_gemma":0.0002457478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004737204,"about_ca_topic_score_gemma":0.0008705988,"domain_scores_codex":[0.9994525,0.00007195621,0.00004153618,0.0001046521,0.0002737861,0.00005546421],"domain_scores_gemma":[0.9990706,0.0005319822,0.000230162,0.0000464915,0.0001068304,0.00001390271],"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":[0.000184223,0.00008927887,0.002774337,0.0001574477,0.00002699522,0.00006494495,0.00004437083,0.009767083,0.9754927,0.0002490774,0.00003439212,0.01111513],"study_design_scores_gemma":[0.000009635388,0.001823256,0.02612425,0.00001205928,0.00005820577,0.0001743136,0.0000541607,0.01600834,0.9544305,0.0003673134,0.0009212311,0.00001662241],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801385,0.002851133,0.01460399,0.00004023573,0.000004871554,0.00007008421,0.0002388254,0.00007690377,0.001975268],"genre_scores_gemma":[0.9947461,0.0008296774,0.003471903,0.00001481677,0.00000263838,0.00004600147,0.0001325479,0.000009894612,0.0007465277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009868983,"threshold_uncertainty_score":0.003978908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308997821616139,"score_gpt":0.2277277741986164,"score_spread":0.214637795982455,"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."}}