{"id":"W4414942966","doi":"10.1115/pvp2025-153320","title":"Testing of Shot Peening for Coke Drum Application","year":2025,"lang":"en","type":"article","venue":"","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Shot peening; Coke; Drum; Peening; Residual stress; Shot (pellet); Quenching (fluorescence); Stress (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005027074,0.0004003574,0.0003920248,0.0004416963,0.0003693809,0.0001809301,0.0007387633,0.0009110576,0.003004386],"category_scores_gemma":[0.001110674,0.0002761969,0.0003355799,0.0002842222,0.0002625688,0.0003525719,0.0002997138,0.0003432247,0.0002841999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002645313,"about_ca_system_score_gemma":0.0001903953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001159908,"about_ca_topic_score_gemma":0.003414658,"domain_scores_codex":[0.999472,0.0000485324,0.0000279382,0.00009339087,0.0002757105,0.00008251121],"domain_scores_gemma":[0.9989825,0.0003031593,0.00008168944,0.0001493424,0.0004149767,0.00006822486],"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":[0.0002255508,0.00004553138,0.001145219,0.00008964973,0.000008048778,0.0001022603,0.0001117163,0.0004871771,0.9921913,0.0000221865,0.00003964196,0.005531763],"study_design_scores_gemma":[0.00001008727,0.003521315,0.02296115,0.00001352197,0.0000230996,0.000129131,0.0001475303,0.002485115,0.9698845,0.00001962336,0.0007903891,0.00001458795],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969316,0.00009952424,0.002335581,0.000007501641,0.000009775908,0.00004059601,0.00005073921,0.00005909992,0.0004656227],"genre_scores_gemma":[0.9964425,0.0000495356,0.002005674,0.000009236837,0.000002267716,0.00001655914,0.00006574547,0.00001259976,0.001395991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003004386,"threshold_uncertainty_score":0.01005065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06241304447932901,"score_gpt":0.2990091510195366,"score_spread":0.2365961065402076,"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."}}