{"id":"W4414302458","doi":"10.1016/j.mtcomm.2025.113820","title":"Effect of PEO duration on structure, corrosion resistance, and biodegradation response of the Mg-Ca-Zn-based alloy","year":2025,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Peter's Hospital","funders":"Ministry of Science and Higher Education of the Russian Federation; National Research Foundation of Korea; National Research Foundation","keywords":"Plasma electrolytic oxidation; Corrosion; Alloy; Dielectric spectroscopy; Electrolyte; Biodegradation; Polarization (electrochemistry)","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":[0.001167983,0.0001431977,0.0002552174,0.00009408543,0.0003906112,0.00006431335,0.0007171105,0.00008408389,0.0002024444],"category_scores_gemma":[0.0004156806,0.00009611648,0.00004254182,0.000288213,0.0003358855,0.00007643071,0.0002377563,0.00006383254,0.00000526062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003730114,"about_ca_system_score_gemma":0.00009050718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001119357,"about_ca_topic_score_gemma":0.0001252643,"domain_scores_codex":[0.9977277,0.001219618,0.00054918,0.0002035682,0.0001814815,0.0001184872],"domain_scores_gemma":[0.9969762,0.0007333475,0.0003835568,0.00174243,0.0001407014,0.0000237385],"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":[0.000803379,0.00005144426,0.0001430602,0.0001515314,0.000002629617,2.250851e-8,0.00006608752,0.00003057992,0.9897876,0.00845628,0.0003798222,0.0001275092],"study_design_scores_gemma":[0.0004339245,0.0001159046,0.007204239,0.0001726741,0.00004654775,2.76693e-7,0.00002242673,0.0001575415,0.9881791,0.0003396802,0.003244731,0.00008288905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948935,0.000147523,0.0001237306,0.003029927,0.0001913036,0.0007418137,0.0002648068,0.00003381659,0.0005735997],"genre_scores_gemma":[0.9977858,0.00004084398,0.001128425,0.0001111053,0.000008552787,0.0001228806,0.00007694336,0.00001046775,0.0007149949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0081166,"threshold_uncertainty_score":0.3919516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009725565901758054,"score_gpt":0.2588637681808442,"score_spread":0.2491382022790861,"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."}}