{"id":"W4406763952","doi":"10.1115/imece2024-145556","title":"Analysing the Influence of Geometry and Tool Paths for a Laser-Based DED Application","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Computer science; Laser; Geometry; Engineering drawing; Engineering; Optics; Mathematics; Physics","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":[0.0003134655,0.0003980787,0.000204239,0.0002261554,0.0001654482,0.0005145273,0.0003476843,0.0003725544,0.000782844],"category_scores_gemma":[0.001327235,0.0002946361,0.000213535,0.0002191537,0.0003274007,0.0003621163,0.0002523055,0.0001701495,0.000175826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002490344,"about_ca_system_score_gemma":0.0002150958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005170166,"about_ca_topic_score_gemma":0.001681436,"domain_scores_codex":[0.9997134,0.00003052357,0.0000151426,0.00006739317,0.0001348827,0.00003868998],"domain_scores_gemma":[0.9989535,0.0004982915,0.0002580159,0.0001479469,0.0001193291,0.00002285265],"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":[0.0002626737,0.00005222055,0.006551155,0.0001960426,0.00003778303,0.0003611626,0.000114659,0.0462663,0.9280353,0.0001811261,0.0001294694,0.01781207],"study_design_scores_gemma":[0.00002093207,0.00153602,0.03968955,0.0000190514,0.0000782656,0.000607356,0.000203591,0.06676593,0.8886097,0.0001527394,0.002265523,0.00005129123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901662,0.0002976651,0.008636872,0.00002760627,0.00001447649,0.00001485488,0.00008044359,0.0001142169,0.000647632],"genre_scores_gemma":[0.996777,0.00006862962,0.002864125,0.000006709472,0.000001242297,0.000005038426,0.00002748133,0.00001712109,0.0002326384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000782844,"threshold_uncertainty_score":0.002618909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009192572057193288,"score_gpt":0.24928505473951,"score_spread":0.2400924826823167,"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."}}