{"id":"W4313505917","doi":"10.1007/978-3-031-17425-4_64","title":"Self-Piercing Riveting of High-Ductility Al–Zn–Mg Casting Alloy (Nemalloy HE700) in F Temper","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Magna International (Canada); McMaster University","funders":"","keywords":"Rivet; Metallurgy; Materials science; Alloy; Casting; Ductility (Earth science); Composite material","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":[0.0001575013,0.0002614126,0.0003255485,0.0003384297,0.0004516928,0.0006080806,0.0007695866,0.0003134763,0.004015672],"category_scores_gemma":[0.0001583646,0.0002988589,0.0002665396,0.0002855691,0.0002899031,0.0004914384,0.0004272861,0.0004926479,0.002287429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324043,"about_ca_system_score_gemma":0.0003312657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119593,"about_ca_topic_score_gemma":0.005096007,"domain_scores_codex":[0.9998454,0.000006223114,0.000004274498,0.0000206999,0.0001011959,0.00002222564],"domain_scores_gemma":[0.9999274,0.000006095728,0.000009927074,0.00002098097,0.00002856546,0.000006984869],"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":[0.0001346069,0.0001033439,0.001034128,0.0003283717,0.00002045029,0.0007126743,0.0004426164,0.006413011,0.8100014,0.02549216,0.008594956,0.1467223],"study_design_scores_gemma":[0.00001214864,0.0002319721,0.005773012,0.00005317944,0.00002222827,0.001226678,0.0002342836,0.02303581,0.7865832,0.002593228,0.1802015,0.00003274847],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4753564,0.006871276,0.1459025,0.0003191798,0.0007948059,0.0001796512,0.0005012658,0.002939652,0.3671354],"genre_scores_gemma":[0.5870995,0.001401956,0.03761064,0.00006854213,0.00005062431,0.0000326218,0.0004123843,0.0005964288,0.3727273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004015672,"threshold_uncertainty_score":0.01343381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511379835906013,"score_gpt":0.1984216198045695,"score_spread":0.1833078214455094,"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."}}