{"id":"W4403677692","doi":"10.1109/case59546.2024.10711607","title":"An Overarching Quality Evaluation Framework for Additive Manufacturing Digital Twin","year":2024,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Quality (philosophy); Computer science","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":[0.02426909,0.001675065,0.001342995,0.009012913,0.001573457,0.01005042,0.003546532,0.001979705,0.002717522],"category_scores_gemma":[0.03153204,0.0006042606,0.001621544,0.005023943,0.005906809,0.009383734,0.005929234,0.002621208,0.0006503276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00537228,"about_ca_system_score_gemma":0.006271908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007479158,"about_ca_topic_score_gemma":0.005132338,"domain_scores_codex":[0.9766828,0.008042493,0.002160657,0.001840987,0.01055758,0.0007153575],"domain_scores_gemma":[0.9797044,0.006454933,0.002495224,0.002195111,0.008502751,0.0006475666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000539644,0.0001268868,0.002661377,0.0005322749,0.0000622532,0.0001150277,0.0008638605,0.04845262,0.002014774,0.8371335,0.002045591,0.1059379],"study_design_scores_gemma":[0.00003445349,0.0004353143,0.002435467,0.0008845156,0.0001105427,0.000390173,0.001446723,0.3210908,0.006715702,0.6182879,0.04801631,0.0001520722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003516752,0.0007486639,0.9857709,0.000740587,0.00005185405,0.0002573393,0.00008708162,0.0002206179,0.008606258],"genre_scores_gemma":[0.1629017,0.001052185,0.8316549,0.0002009226,0.0001000358,0.0005763219,0.0002925044,0.0001307988,0.003090658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02426909,"threshold_uncertainty_score":0.1283488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631246553162436,"score_gpt":0.3327504639236347,"score_spread":0.2964379983920103,"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."}}