{"id":"W4409982539","doi":"10.31399/asm.cp.itsc2025p0137","title":"The Role of Strain-Induced Heat in Cold Spray Bonding: A Numerical Study","year":2025,"lang":"en","type":"article","venue":"Thermal spray","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gas dynamic cold spray; Materials science; Strain (injury); Composite material; Mechanics; Physics","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":[0.0002285939,0.0001272433,0.0001971918,0.00006767914,0.00005444573,0.00002319543,0.0002012771,0.000059247,0.00002419476],"category_scores_gemma":[0.000006950696,0.00009682736,0.00005154016,0.000266438,0.00002164715,0.00003921697,0.00002249339,0.0002173588,0.000007158138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005133013,"about_ca_system_score_gemma":0.00002452139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001100521,"about_ca_topic_score_gemma":0.0001964364,"domain_scores_codex":[0.9992012,0.00003899703,0.0002532226,0.0001212364,0.0001271189,0.0002582661],"domain_scores_gemma":[0.9996315,0.00008850814,0.000005268634,0.0002234799,0.00001526711,0.00003592765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004848923,0.0002532723,0.01519567,0.00002125066,0.0000880853,0.000008185176,0.0008526365,0.009304427,0.9406042,0.03076049,0.00003089003,0.002832386],"study_design_scores_gemma":[0.007796474,0.001124406,0.4434965,0.0002907893,0.0001916337,0.000004144629,0.004896573,0.2466986,0.2749572,0.001025529,0.01818757,0.001330518],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847786,0.0003298716,0.0001510248,0.0001233716,0.0001481691,0.0003511913,0.000007552051,0.00006461611,0.01404557],"genre_scores_gemma":[0.9997476,0.00000688739,0.0000244414,0.00002264775,0.00002406954,0.0000302012,9.334899e-7,0.00002013511,0.000123089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.665647,"threshold_uncertainty_score":0.3948505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006368505581117565,"score_gpt":0.2238760351492431,"score_spread":0.2175075295681256,"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."}}