{"id":"W4401088432","doi":"10.18280/acsm.480312","title":"The Potentiality of LHA Nanoparticle Reinforced AA2024 Composites: A Focus on Microstructure, Mechanical Properties","year":2024,"lang":"en","type":"article","venue":"Annales de Chimie Science des Matériaux","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Microstructure; Materials science; Composite material; Nanoparticle; Focus (optics); Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002291667,0.000318581,0.0001500712,0.0003614877,0.0004593178,0.0006823995,0.0002173854,0.0005457987,0.002251691],"category_scores_gemma":[0.0001962012,0.0002070377,0.0001948272,0.0001472386,0.0003163057,0.000543183,0.0002154928,0.0003938056,0.0007241329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003394846,"about_ca_system_score_gemma":0.0002521733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005495856,"about_ca_topic_score_gemma":0.001605649,"domain_scores_codex":[0.9998758,0.0000197737,0.000004573782,0.00002337438,0.0000522088,0.00002434141],"domain_scores_gemma":[0.9998487,0.00003885126,0.00002353748,0.00001767823,0.00004795666,0.00002333946],"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":[0.00006263113,0.00003058114,0.0002475133,0.00008017835,0.000005878582,0.00005052775,0.00003139961,0.0003023292,0.9933137,0.0007101387,0.0001219994,0.005042969],"study_design_scores_gemma":[0.000003857608,0.0002105626,0.00198719,0.00001016279,0.00001827125,0.0001575194,0.00007325758,0.002290304,0.987232,0.0004255931,0.007579413,0.00001189585],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952473,0.01203648,0.007316903,0.000783784,0.0002617446,0.00002395048,0.0001275007,0.0002723832,0.02670428],"genre_scores_gemma":[0.9851726,0.001535061,0.003178753,0.00008853983,0.00005051452,0.00001545677,0.00006426621,0.00003635633,0.009858459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002251691,"threshold_uncertainty_score":0.007532656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426610079731656,"score_gpt":0.2351834307392891,"score_spread":0.2109173299419726,"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."}}