{"id":"W7117103170","doi":"10.2139/ssrn.5963942","title":"The Role of Galvanic Corrosion in Erosion-Corrosion of Structured Composite Overlays","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Overlay; Cemented carbide; Abrasive; Diamond; Coating; Tungsten carbide; Slurry; Hardfacing","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":[],"category_scores_codex":[0.004343747,0.000747325,0.001114464,0.000329133,0.0008929649,0.0001142911,0.002227177,0.0005524213,0.0004487902],"category_scores_gemma":[0.0002165108,0.000562327,0.0006923109,0.0007602656,0.0006412336,0.0002351563,0.002055728,0.008170582,0.00002790568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002765546,"about_ca_system_score_gemma":0.001968173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009975885,"about_ca_topic_score_gemma":0.00505314,"domain_scores_codex":[0.9913818,0.0009285724,0.002279893,0.0008628444,0.001433086,0.003113764],"domain_scores_gemma":[0.9957725,0.0005459286,0.002468362,0.0008957068,0.0001159033,0.0002016208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007140163,0.000276392,0.1228144,0.00005855344,0.00003725868,0.000001994587,0.0007922744,0.009708255,0.8000309,0.01116887,0.00002220033,0.05437488],"study_design_scores_gemma":[0.005513428,0.002090263,0.1975297,0.005564031,0.0004442655,0.0003068672,0.01253514,0.02413766,0.292401,0.4564835,0.001211898,0.001782344],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753108,0.01547702,0.004453891,0.0002985743,0.001647678,0.000959943,0.00007949648,0.00001807087,0.001754538],"genre_scores_gemma":[0.9593444,0.0395406,0.000157284,0.00005628914,0.00007785181,0.00001033588,0.00001632015,0.0000396744,0.0007572371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5076299,"threshold_uncertainty_score":0.9996828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004392778516011829,"score_gpt":0.2314873550218618,"score_spread":0.2270945765058499,"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."}}