{"id":"W4402981179","doi":"10.1109/otcon60325.2024.10688335","title":"Transforming Wire Arc Additive Manufacturing: A Novel Approach to Achieving High Deposition Rates with Reduced Costs","year":2024,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Deposition (geology); Arc (geometry); Materials science; Computer science; Metallurgy; Manufacturing engineering; Mechanical engineering; Engineering; Geology","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":[0.0003782582,0.0006904983,0.0004441606,0.0006843021,0.0002538423,0.0009261819,0.0007297324,0.0004497716,0.001658182],"category_scores_gemma":[0.0007998038,0.0003787009,0.0004367553,0.0007035114,0.0003515001,0.0008062618,0.0006078256,0.0007566693,0.0006393312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004101007,"about_ca_system_score_gemma":0.0006103398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005725127,"about_ca_topic_score_gemma":0.0008766481,"domain_scores_codex":[0.9996496,0.0000446368,0.00001527245,0.00007274123,0.0001942199,0.00002353598],"domain_scores_gemma":[0.9997613,0.00008600744,0.00004834192,0.0000495576,0.00004667958,0.000008001861],"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":[0.0001541933,0.000115604,0.001299512,0.000539283,0.00006107661,0.0001314491,0.0001470203,0.3215214,0.2102375,0.04046648,0.002253322,0.4230731],"study_design_scores_gemma":[0.00001826137,0.0001828859,0.0004239239,0.00003040938,0.00003719938,0.000277914,0.00003934621,0.8362618,0.1306362,0.009519864,0.02254295,0.00002935233],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01871138,0.0005645964,0.9724252,0.0001175788,0.00005280523,0.00004498693,0.00003979775,0.0008525063,0.007191256],"genre_scores_gemma":[0.2865203,0.0008994743,0.7082722,0.00007476535,0.00003872145,0.00009767854,0.0001054375,0.0003222547,0.00366923],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001658182,"threshold_uncertainty_score":0.005547106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01013874303689441,"score_gpt":0.2113870480921626,"score_spread":0.2012483050552682,"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."}}