{"id":"W4413632675","doi":"10.1177/20592043251368285","title":"Integrating Measurement and Additive Manufacturing Techniques for Reconstruction of Historical Border Pipes","year":2025,"lang":"en","type":"article","venue":"Music & Science","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council; Queen's University Belfast; Queen's University; University College London","keywords":"Manufacturing engineering; Engineering; Computer science; Industrial engineering; Engineering drawing","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":[0.001376956,0.0008998973,0.0003669265,0.002756946,0.0005013279,0.002486239,0.0008637724,0.0008582401,0.002810354],"category_scores_gemma":[0.00305325,0.0008205296,0.000632541,0.002110122,0.001112594,0.001871873,0.001617471,0.001168916,0.001061104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004339661,"about_ca_system_score_gemma":0.001090799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006719457,"about_ca_topic_score_gemma":0.001560176,"domain_scores_codex":[0.9988257,0.0001313811,0.00006784183,0.000150768,0.0007660624,0.00005812246],"domain_scores_gemma":[0.9989562,0.0003389778,0.0001188441,0.0003022192,0.0002615901,0.00002212244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007976335,0.00004738846,0.004443885,0.000934537,0.0000668447,0.0004644706,0.001848939,0.0517698,0.1507878,0.04378656,0.001927734,0.7438422],"study_design_scores_gemma":[0.00003055489,0.0005048435,0.01482684,0.0007182517,0.0001898475,0.00423595,0.00224421,0.4067397,0.3517208,0.05446965,0.1639133,0.0004060378],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01252197,0.0008010113,0.9806652,0.0001406538,0.00008026473,0.00004161979,0.00005885289,0.0005550084,0.005135422],"genre_scores_gemma":[0.177467,0.00216318,0.8169872,0.00006623284,0.00005420205,0.00007686339,0.0001156798,0.0003008081,0.002768779],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002810354,"threshold_uncertainty_score":0.00940156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783004648847732,"score_gpt":0.2506305178134912,"score_spread":0.2328004713250139,"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."}}