{"id":"W4407054379","doi":"10.1016/j.surfcoat.2025.131875","title":"Tribological behavior and wear particle emission influenced by surface conditions of cast iron discs","year":2025,"lang":"en","type":"article","venue":"Surface and Coatings Technology","topic":"Tribology and Wear Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tribology; Cast iron; Materials science; Particle (ecology); Metallurgy; Surface (topology); Composite material; Geometry; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007818191,0.0001045581,0.000225853,0.00004956817,0.00009463868,0.000007557761,0.00007561934,0.000251634,0.00002133037],"category_scores_gemma":[0.00004066636,0.00009525689,0.00002346407,0.0003377424,0.0003070708,0.00004858168,0.00005048858,0.0001893924,0.000002095325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001009832,"about_ca_system_score_gemma":0.000007544151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000290183,"about_ca_topic_score_gemma":0.00001448251,"domain_scores_codex":[0.9994003,0.00001866665,0.0001956662,0.0001673271,0.00004316578,0.0001749246],"domain_scores_gemma":[0.9997122,0.00006428878,0.00003474029,0.0001302549,0.00002503439,0.0000335292],"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":[0.000005613687,0.00002631263,0.1860951,0.00002124396,0.00001540177,0.000002232818,0.0000631529,0.0002374636,0.8119296,0.0005846519,0.0003900845,0.0006291603],"study_design_scores_gemma":[0.0007191091,0.0001295053,0.024109,0.00004606255,0.0001633015,0.00001516493,0.001062161,0.001283084,0.9704726,0.001214267,0.0005786213,0.0002070956],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975318,0.001220538,0.0002403016,0.0005663958,0.00002409803,0.00009573402,0.00003171923,0.0001949307,0.00009448634],"genre_scores_gemma":[0.9992294,0.0002463906,0.0002885289,0.00001955871,0.000001333784,0.000007360592,0.000009119406,0.000006077294,0.0001922726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1619861,"threshold_uncertainty_score":0.3884463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004074814167170652,"score_gpt":0.2401543306857641,"score_spread":0.2360795165185935,"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."}}