{"id":"W4280608553","doi":"10.1016/j.matpr.2022.05.057","title":"Effect of ultrasonic vibration treatment on microstructure and dry sliding wear characteristics of LM25 aluminum alloy","year":2022,"lang":"en","type":"article","venue":"Materials Today Proceedings","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; Ramaiah Institute Of Technology","keywords":"Materials science; Equiaxed crystals; Alloy; Microstructure; Aluminium; Metallurgy; Grain size; Ultrasonic sensor; Vibration; Composite material; Acoustics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002916323,0.0003096105,0.0005559446,0.0001202613,0.0001120541,0.00005921476,0.0001485197,0.00009517673,0.0001869784],"category_scores_gemma":[0.00003991309,0.0002618339,0.0000524649,0.00009093519,0.00005914955,0.0001300942,0.00008071797,0.0001052766,0.000002142168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001540405,"about_ca_system_score_gemma":0.00001542265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000196068,"about_ca_topic_score_gemma":4.582886e-7,"domain_scores_codex":[0.9988045,0.00003249877,0.0004548424,0.0002555813,0.0002032606,0.0002493382],"domain_scores_gemma":[0.9995535,0.00004703523,0.000195153,0.0001175413,0.00004216338,0.00004460447],"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":[0.0002983148,0.00001328656,0.001132736,0.0007272385,0.0000695605,0.000001482273,0.002302862,0.00004495399,0.994413,0.00008197479,0.00005376229,0.0008608663],"study_design_scores_gemma":[0.0005988095,0.001301855,0.003187556,0.00007586923,0.00007248386,0.00002580371,0.0001601529,0.0001104689,0.9936681,0.00001865105,0.0005657172,0.0002144818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983875,0.0001369119,0.000002323368,0.00001979555,0.0005586865,0.0004919012,0.0002245234,0.0001089541,0.00006938005],"genre_scores_gemma":[0.9993358,0.00008063416,0.0002034003,0.00001469113,0.0001030369,0.00007709589,0.00004940387,0.0000701978,0.00006574515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00214271,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004576192916268164,"score_gpt":0.190773072911598,"score_spread":0.1861968799953298,"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."}}