{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004239261,0.0001757712,0.0001389168,0.0001321131,0.00008598509,0.0003796068,0.0001771963,0.0001253982,0.0002444713],"category_scores_gemma":[0.0003159426,0.0001607052,0.00008755297,0.000062046,0.00003513059,0.0004928484,0.00004276019,0.0003018144,0.00007281615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102715,"about_ca_system_score_gemma":0.00001511871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005356686,"about_ca_topic_score_gemma":0.000002272194,"domain_scores_codex":[0.9990089,0.00002342357,0.0001968394,0.0003099394,0.0001978922,0.0002630128],"domain_scores_gemma":[0.9989454,0.0006891669,0.00001638085,0.0002791583,0.00002617849,0.00004368114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006727046,0.00001193029,0.00001797372,0.0001341238,0.00007324114,0.00000224539,0.000360727,0.00527482,0.0001905458,0.03534505,0.0009309811,0.9576516],"study_design_scores_gemma":[0.0001606174,0.00005469395,0.003209669,0.0002361436,0.00003313359,0.000004023477,0.0006460134,0.1677084,0.3544185,0.4580154,0.01497694,0.0005364801],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3854989,0.00006802438,0.6036984,0.00005401062,0.0003908167,0.0002675277,0.0001537952,0.00377747,0.00609109],"genre_scores_gemma":[0.9798653,0.00000895191,0.01953934,0.00001737872,0.0002206145,0.0001066221,0.000115271,0.0000442798,0.0000823166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9571152,"threshold_uncertainty_score":0.6553366,"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."}}