{"id":"W4406272697","doi":"10.1016/j.jmst.2024.10.056","title":"Mechanistic insights into the strengthening of Mg-alloy and steel lap joints using a flexible heat source","year":2025,"lang":"en","type":"article","venue":"Journal of Material Science and Technology","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Key Research and Development Program of China; Dalian University of Technology; National Natural Science Foundation of China","keywords":"Alloy; Metallurgy; Materials science; Strengthening mechanisms of materials; Alloy steel","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":[0.0001765952,0.0002648785,0.0002006947,0.0001238751,0.0002854608,0.0003028862,0.0004818072,0.0004622946,0.00364132],"category_scores_gemma":[0.0002037463,0.0001576367,0.0002448292,0.00007846782,0.0006342481,0.0006317315,0.0002671087,0.0004024933,0.0002669145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002695169,"about_ca_system_score_gemma":0.000305934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005176947,"about_ca_topic_score_gemma":0.001020628,"domain_scores_codex":[0.9999367,0.00000638678,0.000002619213,0.00001209032,0.00001899109,0.00002318825],"domain_scores_gemma":[0.9999392,0.00002331116,0.00001227678,0.00001063364,0.000007509047,0.0000071019],"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":[0.0002314617,0.00007530264,0.0008840875,0.0001932926,0.00001656973,0.0003449596,0.00009172982,0.004066724,0.9804239,0.009327732,0.0001187325,0.00422558],"study_design_scores_gemma":[0.00005004115,0.0006506459,0.008178809,0.00002397697,0.00003886001,0.0003650478,0.0003805821,0.03634245,0.9415418,0.006889858,0.005510641,0.00002731347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787499,0.001397712,0.01238801,0.0002633479,0.00004748717,0.00004043994,0.0000916139,0.00008679582,0.006934645],"genre_scores_gemma":[0.9985588,0.0001671482,0.0006887164,0.00001608849,0.000003295578,0.000006073786,0.00001605154,0.000003566763,0.0005402228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00364132,"threshold_uncertainty_score":0.0121814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167541546542048,"score_gpt":0.2491795002034891,"score_spread":0.2375040847380687,"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."}}