{"id":"W4413841675","doi":"10.14233/ajchem.2025.33908","title":"Corrosion and Surface Modification of Hybridized Seashell Composite on AA6063 Alloy for Advance Application","year":2025,"lang":"en","type":"article","venue":"Asian Journal of Chemistry","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Chemistry; Corrosion; Alloy; Composite number; Metallurgy; Surface modification; Nanotechnology; Chemical engineering; Composite material; Physical chemistry; Organic chemistry; Materials science; Engineering","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":[0.00006773155,0.0002656352,0.0001450812,0.0001972296,0.0001036366,0.0001332368,0.0001376726,0.0002272612,0.0008211738],"category_scores_gemma":[0.00006160141,0.000132881,0.0002076216,0.0001262942,0.00008565436,0.0001128642,0.000132528,0.0001768886,0.000332977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125922,"about_ca_system_score_gemma":0.00006198118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005080451,"about_ca_topic_score_gemma":0.002049275,"domain_scores_codex":[0.9999231,0.000004411071,0.000003953335,0.00001407225,0.00004224603,0.00001230261],"domain_scores_gemma":[0.9999626,0.000002789114,0.000009826823,0.000003339884,0.00001448284,0.000007062696],"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":[0.0000140794,0.000003551406,0.00005959554,0.00002282197,0.000001561332,0.00002312149,0.000005733546,0.0000609767,0.9989128,0.00001953158,0.00001540608,0.0008609002],"study_design_scores_gemma":[0.000001397405,0.0001114546,0.001742364,0.00000224877,0.000007232783,0.00005938208,0.00001400071,0.0008081247,0.996103,0.000008477636,0.001139496,0.000002768494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993144,0.0008624083,0.00307617,0.00002315275,0.00003223267,0.000009429068,0.00006207437,0.00007802207,0.002712493],"genre_scores_gemma":[0.993681,0.0003768658,0.002733277,0.00001381065,0.000005562591,0.000007208394,0.00006936678,0.00001624725,0.003096622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008211738,"threshold_uncertainty_score":0.002747118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008914783944800645,"score_gpt":0.2557346768774199,"score_spread":0.2468198929326193,"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."}}