{"id":"W2086871935","doi":"10.2495/secm130141","title":"The use of nitriding to enhance wear resistance of cast irons","year":2013,"lang":"en","type":"article","venue":"WIT transactions on engineering sciences","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Nitriding; Metallurgy; Materials science; Wear resistance; Cast iron; Layer (electronics); Composite material","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":[0.0001639433,0.00009802045,0.0001189758,0.0001140263,0.0001162331,0.00003779467,0.0002189182,0.0000281476,0.000027632],"category_scores_gemma":[0.00003390599,0.00007422534,0.00004824479,0.000582439,0.00005367123,0.0002041281,0.000002497952,0.0001058526,0.00001700081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001745297,"about_ca_system_score_gemma":0.00001099272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002972602,"about_ca_topic_score_gemma":0.00002641359,"domain_scores_codex":[0.9992565,0.000007881193,0.0002054539,0.0001181952,0.0002170933,0.0001948943],"domain_scores_gemma":[0.999579,0.0001234237,0.0000225471,0.0001821618,0.00003605273,0.00005688104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002409413,0.00001186863,0.000001788797,0.00005086839,0.00001752271,2.181884e-7,0.0001966297,0.805657,0.1899621,0.001562593,0.0001284578,0.002408555],"study_design_scores_gemma":[0.00005497051,0.00008856209,0.0001271652,0.000208768,0.00001477206,0.000001987674,0.0001822266,0.2676571,0.7243188,0.0001221519,0.007003026,0.0002204278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3909026,0.0001835713,0.607116,0.0001375211,0.001025834,0.0002239035,0.00001885095,0.0001271861,0.0002645165],"genre_scores_gemma":[0.9864261,0.00007157139,0.01283992,0.000005868849,0.000009666574,0.00002669779,1.130029e-7,0.00001116381,0.0006088945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5955235,"threshold_uncertainty_score":0.3026822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193902758632912,"score_gpt":0.2120025397465177,"score_spread":0.1900635121601886,"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."}}