{"id":"W4361214660","doi":"10.3390/cryst13040576","title":"Friction Stir Welding of Non-Heat Treatable Al Alloys: Challenges and Improvements Opportunities","year":2023,"lang":"en","type":"article","venue":"Crystals","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Friction stir welding; Fusion welding; Materials science; Welding; Metallurgy; Friction welding; Heat-affected zone; Mechanical engineering; Engineering","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":[0.0005781025,0.000465479,0.0006163497,0.0008739163,0.0002259827,0.0009923493,0.000700106,0.0008897887,0.001752753],"category_scores_gemma":[0.0003182504,0.0004301083,0.0007741938,0.0009174874,0.0002269758,0.001229676,0.0003430908,0.0007556771,0.0008500277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000386206,"about_ca_system_score_gemma":0.0007471008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008605563,"about_ca_topic_score_gemma":0.001539595,"domain_scores_codex":[0.9997212,0.0000331487,0.00002965466,0.00005088187,0.0001314894,0.00003360617],"domain_scores_gemma":[0.9998299,0.00005294774,0.00003684009,0.000007086619,0.00006342142,0.000009837155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002068279,0.0002290578,0.001003338,0.03599888,0.0001456817,0.0008691619,0.0003954115,0.003967445,0.1721753,0.01049148,0.005087733,0.7694296],"study_design_scores_gemma":[0.00005099443,0.001797521,0.004158687,0.002603623,0.0003919619,0.002460233,0.0007462746,0.005715568,0.1125106,0.007830716,0.8616303,0.0001034632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009998038,0.9818476,0.003576439,0.0003404285,0.0001371961,0.00001532875,0.00002386761,0.00003085003,0.004030172],"genre_scores_gemma":[0.05010599,0.9393558,0.005562367,0.000279028,0.0001963237,0.00003047001,0.0001216898,0.00001562295,0.004332716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001752753,"threshold_uncertainty_score":0.005863607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04693987937176966,"score_gpt":0.2712399895509745,"score_spread":0.2243001101792048,"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."}}