{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002048743,0.00007451719,0.0001667006,0.00001250248,0.00006461338,0.00002655293,0.0001620043,0.00003828701,0.0000141788],"category_scores_gemma":[0.00002526325,0.00006356862,0.0000390186,0.0000524812,0.00005691497,0.00007027219,0.00002054477,0.00004768,0.000001792703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002368581,"about_ca_system_score_gemma":0.00003840531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001787972,"about_ca_topic_score_gemma":1.083196e-7,"domain_scores_codex":[0.9993446,0.00001357265,0.0003349927,0.0001242067,0.0001007257,0.00008188598],"domain_scores_gemma":[0.9992329,0.00003334807,0.0003494167,0.0001667952,0.0001740203,0.00004345116],"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":[0.0002437539,0.00005126977,0.0000372802,0.0001988132,0.000002874384,1.12603e-7,0.00003051007,0.0002894168,0.9975105,0.000279091,0.0002468346,0.001109555],"study_design_scores_gemma":[0.000492663,0.00003305414,0.0001022143,0.000125474,0.00001944891,0.000005576137,0.00006126387,0.0004412025,0.9949126,0.000895232,0.002856432,0.00005487801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981607,0.0001349367,0.01596352,0.001046478,0.00006901596,0.000194518,0.0000376581,0.000008760593,0.0009381435],"genre_scores_gemma":[0.9959329,0.00003737258,0.003686142,0.00003827641,0.00004017437,0.00000980367,0.00001145395,0.000006009295,0.0002378282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01432597,"threshold_uncertainty_score":0.2592253,"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."}}