{"id":"W4406805949","doi":"10.1007/s42114-024-01071-6","title":"Zn-Mn-Mg alloy with superior mechanical properties and antibacterial performance","year":2025,"lang":"en","type":"article","venue":"Advanced Composites and Hybrid Materials","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Alloy; Materials science; Metallurgy","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":[0.00009097739,0.0003452706,0.0001877682,0.0002701835,0.0001514716,0.0002318637,0.0002513794,0.0002940101,0.0004577233],"category_scores_gemma":[0.0001062771,0.0001404496,0.0001173686,0.0002271172,0.0001242598,0.0001532439,0.0001535464,0.0001122451,0.0003200852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002718354,"about_ca_system_score_gemma":0.0001368213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008920263,"about_ca_topic_score_gemma":0.004182472,"domain_scores_codex":[0.999899,0.000006186965,0.00001006666,0.00001749155,0.00005325084,0.00001395285],"domain_scores_gemma":[0.9999607,0.000002374456,0.00001336245,0.000003272718,0.00001357327,0.000006758431],"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":[0.00002634676,0.000004975581,0.0002261137,0.00003621119,0.000002146843,0.00002915729,0.000003742433,0.00006757706,0.9978181,0.00004931922,0.00002548001,0.001710841],"study_design_scores_gemma":[0.000004722494,0.0001071584,0.002774487,0.000003929614,0.00001532189,0.000153691,0.000008807571,0.0009120225,0.9923056,0.00002135656,0.003690117,0.000002785721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851798,0.003223431,0.006995874,0.00007715931,0.00005532822,0.00003176881,0.0002047741,0.0001828795,0.004048992],"genre_scores_gemma":[0.9893308,0.000639695,0.006882736,0.00001967672,0.000009812781,0.000008642663,0.000134317,0.00002187848,0.002952446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008920263,"threshold_uncertainty_score":0.001972377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009522659775645852,"score_gpt":0.2062137328353979,"score_spread":0.196691073059752,"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."}}