{"id":"W2510922475","doi":"10.11351/jsaereview.30.393","title":"Surface modification of alloy tool steel for forging dies by cavitation peening","year":2009,"lang":"en","type":"article","venue":"Review of automotive engineering","topic":"Advanced materials and composites","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Forging; Peening; Metallurgy; Cavitation; Materials science; Alloy; Alloy steel; Die (integrated circuit); Shot peening; Tool steel; Laser peening; Residual stress","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":[0.0001571574,0.0001355657,0.0003369923,0.00003321251,0.00001664093,0.000006223821,0.00007953157,0.00002876899,0.000002578586],"category_scores_gemma":[0.00008336427,0.0001393701,0.00007488411,0.0001072942,0.000006323345,0.0001626816,0.000007222907,0.00004069889,5.359042e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004105482,"about_ca_system_score_gemma":0.000004467731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.159028e-7,"about_ca_topic_score_gemma":4.542696e-8,"domain_scores_codex":[0.9992915,0.00000726925,0.000367666,0.0001029652,0.00009199231,0.0001386364],"domain_scores_gemma":[0.9995767,0.00008124485,0.00009317384,0.0001178667,0.0001114485,0.00001959814],"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":[0.000002324482,0.00001002832,0.000005938782,0.006105591,0.00002281102,9.534062e-8,0.00007586251,0.2850387,0.7036242,0.0007972785,0.0001315339,0.004185641],"study_design_scores_gemma":[0.0003646466,0.0001497053,0.00120152,0.01009696,0.00009562887,0.000002191382,0.0000367765,0.1930971,0.7909334,0.0001431054,0.003466555,0.0004124265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3901703,0.09824061,0.5095875,0.00009258452,0.0002453564,0.001021969,0.0001211844,0.000378563,0.0001419132],"genre_scores_gemma":[0.9508746,0.009588946,0.03937715,0.00001395473,0.00002477143,0.0000208787,0.00005780791,0.00002800203,0.00001392229],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5607042,"threshold_uncertainty_score":0.5683347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009394150928835714,"score_gpt":0.2521572258788699,"score_spread":0.2427630749500342,"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."}}