{"id":"W4293115983","doi":"10.11159/mmme22.119","title":"Effects of Surface Roughness on the Diffusion Bonding of 2024 Aluminum Alloy","year":2022,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Surface roughness; Alloy; Aluminium; Diffusion bonding; Surface finish; Diffusion; Metallurgy; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001931076,0.0003263975,0.0002535844,0.0001686338,0.0002189513,0.0002809054,0.0001699667,0.0003005089,0.00105368],"category_scores_gemma":[0.0005362833,0.0003470198,0.0002442372,0.0001472921,0.0001974503,0.0002578599,0.0002464247,0.000266392,0.0001860996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000251512,"about_ca_system_score_gemma":0.0001144229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169034,"about_ca_topic_score_gemma":0.001971753,"domain_scores_codex":[0.9998282,0.00002217956,0.00001250103,0.00003076412,0.0000699131,0.00003636943],"domain_scores_gemma":[0.9997302,0.00006330016,0.00006577639,0.00002929661,0.00009177127,0.00001962927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007933581,0.00000578529,0.0003678721,0.00002858261,0.000007854343,0.00004161418,0.00003595951,0.0002099106,0.998129,0.00001947019,0.00001860097,0.001056099],"study_design_scores_gemma":[0.00001129065,0.0003293327,0.009319786,0.000003647384,0.00003331721,0.00009032292,0.00009437196,0.001684442,0.9878637,0.00001874831,0.0005387377,0.00001227782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985358,0.0003762031,0.0006159589,0.0000160391,0.00001084948,0.000005524324,0.00002988624,0.00002137489,0.0003884571],"genre_scores_gemma":[0.9987932,0.0001483739,0.0006551013,0.00001141805,0.000003750462,0.000005467574,0.00004428505,0.000009581963,0.0003288631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001169034,"threshold_uncertainty_score":0.003524959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004150328113449382,"score_gpt":0.1906197508537845,"score_spread":0.1864694227403352,"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."}}