{"id":"W4393323081","doi":"10.1051/e3sconf/202450701036","title":"Advancements in Aluminum-Based Composite Manufacturing: Leveraging La2O3 Reinforcement through Friction Stir Process","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Composite number; Friction stir processing; Reinforcement; Aluminium; Materials science; Process (computing); Composite material; Manufacturing engineering; Computer science; Engineering; Operating system","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":[0.0002883636,0.0003018864,0.0001505457,0.0002964016,0.0001956885,0.0003130775,0.0002283505,0.000276347,0.0004226468],"category_scores_gemma":[0.0002166405,0.0001251344,0.0002698489,0.0002121134,0.0002182127,0.0003531592,0.0002071465,0.0003341537,0.0002615272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002390301,"about_ca_system_score_gemma":0.0002426991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003323976,"about_ca_topic_score_gemma":0.001502306,"domain_scores_codex":[0.9998205,0.00001760635,0.00001185512,0.0000365217,0.00008467354,0.00002897426],"domain_scores_gemma":[0.9998646,0.0000228697,0.00006022072,0.00001349103,0.00002649849,0.00001238441],"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":[0.0000359859,0.00001328761,0.0002174889,0.0001019005,0.000003707891,0.00006357334,0.00002765718,0.0001894906,0.9938256,0.0001755018,0.00002826687,0.00531758],"study_design_scores_gemma":[0.000003743916,0.0002153866,0.001119368,0.00000608864,0.00001032203,0.0001809544,0.00002547456,0.001517317,0.993955,0.00005238398,0.002907861,0.000006201787],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488599,0.005167938,0.04022369,0.0001635076,0.0001083863,0.00004329571,0.00006387473,0.0003014032,0.005068163],"genre_scores_gemma":[0.9792461,0.0009695183,0.01865404,0.00003147975,0.00001428666,0.00001081931,0.00002816661,0.00001688313,0.001028756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004226468,"threshold_uncertainty_score":0.001734316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310811584795941,"score_gpt":0.2514792881963226,"score_spread":0.2283711723483632,"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."}}