{"id":"W7116685589","doi":"10.2139/ssrn.5954159","title":"Nanoscale voids accelerate corrosion and corrosion-enhanced wear in magnetron sputtered high entropy alloy films","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Corrosion; Alloy; Sputter deposition; Delamination (geology); Nanoscopic scale; High entropy alloys","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":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002162215,0.001956714,0.002373053,0.001167184,0.0008348149,0.0005678377,0.001443755,0.001267437,0.0004513968],"category_scores_gemma":[0.0002345886,0.002058241,0.0005572839,0.0008878702,0.0002939929,0.0005542055,0.001629352,0.01460928,0.0001247352],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005967481,"about_ca_system_score_gemma":0.002809689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000563837,"about_ca_topic_score_gemma":0.00324978,"domain_scores_codex":[0.9858801,0.0005929936,0.002503743,0.001795237,0.001115344,0.008112568],"domain_scores_gemma":[0.9970489,0.0003196308,0.0008371836,0.0009987454,0.0003307562,0.0004648034],"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":[0.002529664,0.0009900291,0.007827058,0.001529453,0.001203116,0.0001876808,0.004136725,0.104804,0.8400916,0.02023395,0.001869523,0.01459719],"study_design_scores_gemma":[0.08109547,0.01676413,0.05040655,0.02917551,0.006012592,0.002900695,0.02635246,0.2250743,0.2776689,0.2435165,0.01520223,0.02583072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130253,0.02924204,0.04488219,0.001445448,0.008304644,0.002045581,0.0001607322,0.0003268398,0.0005672008],"genre_scores_gemma":[0.7989482,0.1926317,0.0009314516,0.0001052666,0.0005943622,0.0001145045,0.00007058216,0.00018086,0.006423112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5624228,"threshold_uncertainty_score":0.9993176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00598926345515318,"score_gpt":0.2199483611676826,"score_spread":0.2139590977125294,"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."}}