{"id":"W4413210155","doi":"10.1016/j.matdes.2025.114570","title":"Excellent wear performance of magnesium alloy from composite modified layer containing TiC coating and gradient microstructure","year":2025,"lang":"en","type":"article","venue":"Materials & Design","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"MD Precision (Canada)","funders":"Natural Science Foundation of Chongqing; National Natural Science Foundation of China","keywords":"Materials science; Microstructure; Composite number; Magnesium alloy; Coating; Layer (electronics); Alloy; Metallurgy; Magnesium; 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":[0.000105453,0.0003238432,0.0002246754,0.0003697054,0.0001359965,0.0001983678,0.0002902627,0.0003471713,0.0005616286],"category_scores_gemma":[0.0001936231,0.0001894479,0.0003039797,0.0001809648,0.0001219107,0.0001784756,0.00018509,0.0002247723,0.0001545681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692167,"about_ca_system_score_gemma":0.0001049169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009386605,"about_ca_topic_score_gemma":0.003263808,"domain_scores_codex":[0.9998611,0.000005626366,0.00001157325,0.00002772338,0.00006998197,0.00002403358],"domain_scores_gemma":[0.9999061,0.000008040988,0.00002970184,0.00001138694,0.00003177796,0.00001303481],"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":[0.00003004959,0.000003365248,0.0001760459,0.0000327485,0.000003754156,0.00003370016,0.00000938979,0.00003510755,0.9987173,0.00001111559,0.00001540581,0.000932054],"study_design_scores_gemma":[0.000004396753,0.0001790071,0.003899039,0.000002975128,0.0000175319,0.0001124892,0.00001731483,0.0006702562,0.9943019,0.000005542348,0.0007838033,0.000005728543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969248,0.0008311069,0.001354501,0.00001569211,0.00002629728,0.00000994586,0.00006367455,0.00006818336,0.0007057968],"genre_scores_gemma":[0.9964143,0.0002646316,0.002075871,0.00001302146,0.000004687418,0.000006955995,0.00008734858,0.00001377588,0.001119418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009386605,"threshold_uncertainty_score":0.001878798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440644157606046,"score_gpt":0.1962437845919635,"score_spread":0.1818373430159031,"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."}}