{"id":"W4391079596","doi":"10.2139/ssrn.4454281","title":"Penetration in High Productivity Gas Tungsten Arc Welding","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Gas tungsten arc welding; Penetration (warfare); Welding; Thermal conduction; Heat transfer; Materials science; Tungsten; Mechanics; Arc welding; Mechanical engineering; Metallurgy; Engineering; Composite material; 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":[0.0002929385,0.0004221264,0.0004794978,0.0004464517,0.0002714485,0.0008799839,0.000520593,0.00100835,0.003746159],"category_scores_gemma":[0.001382867,0.0004489293,0.0002035766,0.0004797274,0.0007015768,0.001088634,0.0008364382,0.0006285246,0.0008775665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003040979,"about_ca_system_score_gemma":0.0001681508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000589991,"about_ca_topic_score_gemma":0.0004775033,"domain_scores_codex":[0.9997056,0.00007427196,0.000006340558,0.00004173247,0.0001110329,0.00006097123],"domain_scores_gemma":[0.9996673,0.0001721383,0.00004342685,0.00002242308,0.0000706708,0.00002413949],"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":[0.001043777,0.0003062349,0.006966446,0.0006124173,0.00005000387,0.002731374,0.001197814,0.09519939,0.7429129,0.071941,0.0007955539,0.07624303],"study_design_scores_gemma":[0.0001017582,0.001699157,0.03281993,0.0001607306,0.00007390889,0.005963455,0.00127196,0.6104558,0.2673703,0.07239497,0.007549409,0.0001388231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8716517,0.003647702,0.09437535,0.0002729248,0.00006558371,0.00003654895,0.00005997684,0.0002768481,0.02961344],"genre_scores_gemma":[0.9940673,0.0003320912,0.001332537,0.00001023427,0.00001150785,0.000004319282,0.00001272442,0.00003289585,0.004196339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003746159,"threshold_uncertainty_score":0.01253211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408921306392526,"score_gpt":0.2375885041423892,"score_spread":0.223499291078464,"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."}}