{"id":"W4283264014","doi":"10.1155/2022/8479012","title":"Optimization and Tribological Properties of Hybridized Palm Kernel Shell Ash and Nano Boron Nitride Reinforced Aluminium Matrix Composites","year":2022,"lang":"en","type":"article","venue":"Journal of Nanomaterials","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"King Saud University","keywords":"Materials science; Tribology; Taguchi methods; Palm kernel; Composite material; Aluminium; Matrix (chemical analysis); Mathematics; Palm oil","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065079,0.0002091626,0.0006454063,0.0001862942,0.0001222986,0.00009098041,0.0002063364,0.00006530676,0.00009926198],"category_scores_gemma":[0.00006973265,0.0001654436,0.00007409201,0.0001026975,0.00009020461,0.0002788644,0.0001891286,0.000117126,0.000001135737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007166072,"about_ca_system_score_gemma":0.00003959403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007384931,"about_ca_topic_score_gemma":1.478158e-7,"domain_scores_codex":[0.9982184,0.0001793832,0.0009642555,0.0001294431,0.0002987277,0.0002098332],"domain_scores_gemma":[0.9991836,0.00007409976,0.0004060497,0.0001311445,0.0001224078,0.00008272089],"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":[0.0005472043,0.00002111964,0.0002442295,0.0001666615,0.00009007673,0.00001666811,0.0003246226,0.08309188,0.9152879,0.00002451952,0.0001450103,0.00004008229],"study_design_scores_gemma":[0.001575292,0.000650598,0.0002202228,0.00009614263,0.00009497783,0.0007718931,0.0001972972,0.01831144,0.9774503,0.00001978906,0.0003798075,0.0002322206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948239,0.003991001,0.0003120611,0.00005785855,0.000450479,0.0002471781,0.00002213701,0.0000537202,0.00004170439],"genre_scores_gemma":[0.9946288,0.0006729419,0.004426949,0.00002156319,0.00009768861,0.00001226468,0.000006507593,0.00003497476,0.00009824722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06478044,"threshold_uncertainty_score":0.6746595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107610832737085,"score_gpt":0.194617451438128,"score_spread":0.1838563681644195,"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."}}