{"id":"W4407880195","doi":"10.1007/978-3-031-81061-9_17","title":"Comparative Studies on Corrosion of Short Fibre-Reinforced Mg Composites With and Without PEO Coatings","year":2025,"lang":"en","type":"book-chapter","venue":"The minerals, metals & materials series","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Composite material; Materials science; Corrosion","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":[0.0001438276,0.0002780296,0.0003948537,0.0002620279,0.0002734866,0.0001998572,0.0002979764,0.000342581,0.002601334],"category_scores_gemma":[0.0002250678,0.0001312957,0.0003849678,0.0003644401,0.0001712919,0.0002597906,0.0001348716,0.0002953545,0.0004286338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002090973,"about_ca_system_score_gemma":0.0001100238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003553353,"about_ca_topic_score_gemma":0.00551559,"domain_scores_codex":[0.999801,0.00001863553,0.00000896422,0.00003320216,0.00009184737,0.00004637579],"domain_scores_gemma":[0.9998167,0.00004229091,0.00002209684,0.00001644279,0.00009039552,0.00001213082],"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":[0.0005476213,0.00005421679,0.0008357282,0.0001984096,0.0000179198,0.0002085985,0.0001297998,0.0002384895,0.9914077,0.00007781772,0.0001250352,0.006158491],"study_design_scores_gemma":[0.000006944395,0.001069434,0.01742897,0.00001593116,0.00004598905,0.0003739989,0.0001533128,0.001103166,0.9772798,0.00003624165,0.002475429,0.00001070776],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914514,0.002635017,0.0007358268,0.00001994228,0.00003495899,0.00001525186,0.0002117673,0.0000187469,0.00487704],"genre_scores_gemma":[0.9850972,0.001335699,0.0009546694,0.00001993079,0.00002105005,0.000008197278,0.000463755,0.00002650511,0.01207302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003553353,"threshold_uncertainty_score":0.008702278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644448676086512,"score_gpt":0.2437335363879801,"score_spread":0.217289049627115,"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."}}