{"id":"W4402136719","doi":"10.33899/arej.2024.145510.1316","title":"The Effect of Periodic Friction and Upsetting Pressure on Rotary Friction Welding Process","year":2024,"lang":"en","type":"article","venue":"Maǧallaẗ al-handasaẗ al-rāfidayn","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Friction welding; Process (computing); Mechanical engineering; Welding; Materials science; Metallurgy; Mechanics; Engineering; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001708139,0.0002932601,0.0003321912,0.0001192765,0.0006966874,0.0005056143,0.0002453211,0.0001046174,0.0002188794],"category_scores_gemma":[0.0001969494,0.0001751461,0.0001097524,0.0002636997,0.000152653,0.0003307864,0.0001073725,0.0002738635,0.00009648811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003141706,"about_ca_system_score_gemma":0.00004127644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163244,"about_ca_topic_score_gemma":0.00001289448,"domain_scores_codex":[0.9977756,0.0003564045,0.0004069056,0.0005398417,0.0005316419,0.000389565],"domain_scores_gemma":[0.9990074,0.000403645,0.0001244568,0.0003100941,0.00006434018,0.00009007957],"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":[0.001025942,0.00004986076,0.004316083,0.002030232,0.0002144541,0.00002579251,0.005337696,0.00121556,0.9347949,0.0005070261,0.007579372,0.04290309],"study_design_scores_gemma":[0.0006382872,0.001699608,0.002858694,0.0009588031,0.0002330638,0.0000600084,0.0003946165,0.008503551,0.8425237,0.0003707006,0.1412575,0.0005014244],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863328,0.007232387,0.0001476154,0.00114137,0.001577544,0.0005460996,0.00002135021,0.00022309,0.002777757],"genre_scores_gemma":[0.9982299,0.0002850807,0.00005570428,0.0001424201,0.000229335,0.00009117345,0.000006232148,0.00004098633,0.0009191516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1336782,"threshold_uncertainty_score":0.7142249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00778252474356467,"score_gpt":0.2489275364641925,"score_spread":0.2411450117206278,"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."}}