{"id":"W4388946124","doi":"10.1007/s11661-023-07257-9","title":"Microstructural Characterization of 70 Wt Pct WC-NiBSi Deposited by PTA-AM","year":2023,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Advanced materials and composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Red Deer Polytechnic; University of Alberta","funders":"","keywords":"Microstructure; Materials science; Dendrite (mathematics); Metallurgy; Carbide; Cylinder; Composite material; Directional solidification; Void (composites); Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.00005936349,0.0001540438,0.0003135573,0.00005961347,0.0000820924,0.00008051208,0.00006439145,0.00008211558,0.0006081238],"category_scores_gemma":[0.00000154418,0.0001410174,0.0000507659,0.0001780332,0.00004752513,0.0001676703,0.000007775399,0.00004316101,0.00002135498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007866459,"about_ca_system_score_gemma":0.000002810094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408837,"about_ca_topic_score_gemma":0.000002587939,"domain_scores_codex":[0.9992077,0.00002698805,0.0003264174,0.0001599602,0.00008474506,0.0001941317],"domain_scores_gemma":[0.9997608,0.00001632447,0.00004018444,0.00009777071,0.00002225063,0.00006264119],"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":[0.00002624311,0.00001468724,7.82835e-7,0.0001059423,0.00004778587,0.000003765409,0.0000412324,0.000356041,0.9986018,0.00004554082,0.00001401275,0.0007421976],"study_design_scores_gemma":[0.0003340127,0.00003402616,0.001373154,0.00002222133,0.00006116994,0.00003527576,0.00001000935,0.001232348,0.9924693,0.00007829072,0.004164943,0.0001852244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9445639,0.00006436572,0.05402021,0.0000350798,0.0004507263,0.0001428303,0.0003885791,0.0003049839,0.00002937245],"genre_scores_gemma":[0.9982004,0.0005727281,0.0004403343,0.00001209277,0.00003701839,0.00003558157,0.0003136977,0.00002849672,0.0003596231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05363658,"threshold_uncertainty_score":0.6658529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006036452127927733,"score_gpt":0.1939841040831245,"score_spread":0.1879476519551968,"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."}}