{"id":"W4240126798","doi":"10.1149/ma2016-01/15/936","title":"Effect of Process Parameters on the Corrosion Resistance Properties of PEO Coatings Produced on AZ31B Magnesium Alloy","year":2016,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Plasma electrolytic oxidation; Corrosion; Materials science; Dielectric spectroscopy; Electrolyte; Magnesium; Coating; Magnesium alloy; Metallurgy; Chemical engineering; Scanning electron microscope; Conversion coating; Electrochemistry; Composite material; Electrode; Chemistry","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":[0.001652241,0.0002231361,0.0002941027,0.00004495734,0.000198573,0.00004041512,0.0004629201,0.00006812754,0.00004268531],"category_scores_gemma":[0.002106706,0.0001036702,0.00006545622,0.0001420671,0.0002559125,0.00009720548,0.00005390157,0.00009996151,0.00006973766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002985685,"about_ca_system_score_gemma":0.00005277127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006974422,"about_ca_topic_score_gemma":0.000009382361,"domain_scores_codex":[0.9979944,0.0002163183,0.0005392407,0.0004310434,0.0005106486,0.0003083328],"domain_scores_gemma":[0.9978788,0.0006892232,0.0006132556,0.0005694401,0.0001914851,0.00005773632],"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":[0.0005356194,0.00009234765,0.0001286639,0.0006151683,0.000001340822,6.34782e-7,0.0003659501,0.0006282112,0.9971676,0.00004808072,0.0002509058,0.0001654496],"study_design_scores_gemma":[0.0002924892,0.0005778503,0.0004762424,0.0009778938,0.00002159869,9.323678e-7,0.00009889273,0.00001574731,0.9972,0.00003473353,0.0001539416,0.0001496941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894347,0.0000447274,8.148004e-7,0.002228691,0.0001513746,0.0008068676,0.0000121859,0.00006899085,0.00725161],"genre_scores_gemma":[0.9985603,0.000004449624,0.0001226978,0.00006828721,0.00004937315,0.0001865246,8.741442e-7,0.00002830529,0.0009791529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009125597,"threshold_uncertainty_score":0.422755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842747263387798,"score_gpt":0.2367015089121293,"score_spread":0.2182740362782514,"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."}}