{"id":"W4399428132","doi":"10.1016/j.jmapro.2024.06.001","title":"Impact of process parameters on forming quality and deposition efficiency of unsupported rods in wire arc additive manufacturing","year":2024,"lang":"en","type":"article","venue":"Journal of Manufacturing Processes","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"National Key Research and Development Program of China; Ministry of Science and Technology of the People's Republic of China","keywords":"Materials science; Rod; Deposition (geology); Arc (geometry); Process (computing); Quality (philosophy); Metallurgy; Composite material; Forming processes; Manufacturing process; Mechanical engineering; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004697297,0.0003637892,0.0007005424,0.0006476634,0.00004863667,0.00008746592,0.0002303149,0.0001287117,0.00004213049],"category_scores_gemma":[0.00018279,0.0002826341,0.0001557441,0.0002107984,0.0001045485,0.0006750259,0.00003440042,0.0003856288,9.976072e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242096,"about_ca_system_score_gemma":0.0001596655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004361015,"about_ca_topic_score_gemma":0.00001231094,"domain_scores_codex":[0.9978073,0.00005198623,0.001105805,0.0002585368,0.00042997,0.0003464076],"domain_scores_gemma":[0.9985843,0.0005337131,0.0004884074,0.0001340508,0.0001529233,0.0001065607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00283922,0.0010563,0.00400124,0.09445082,0.002146254,0.000664962,0.01614709,0.6384855,0.02840878,0.00004160867,0.0002287199,0.2115295],"study_design_scores_gemma":[0.0004346047,0.0005301726,0.0304434,0.002823111,0.00006210833,0.0001066666,0.0002796192,0.0001728705,0.9638047,0.001038398,0.00002364025,0.0002807048],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969286,0.0009377633,0.00132941,0.00001811172,0.0002294206,0.0001878506,0.0001039986,0.00006814981,0.0001966585],"genre_scores_gemma":[0.9989082,0.0005830202,0.0003272873,0.00000624428,0.0001004224,0.000009086879,0.00001052687,0.00005040536,0.000004858336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9353959,"threshold_uncertainty_score":0.9999626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083030919130227,"score_gpt":0.2993367548413255,"score_spread":0.2785064456500232,"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."}}