{"id":"W4409983592","doi":"10.31399/asm.cp.qde2025p0133","title":"Analysis of Geometry Orientation in the Calculation of Transient Heat Fluxes during Immersion Quenching of a Hollow Cylinder","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... ASM Heat Treating Society Conference","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cylinder; Transient (computer programming); Materials science; Immersion (mathematics); Orientation (vector space); Quenching (fluorescence); Mechanics; Transient analysis; Geometry; Mechanical engineering; Transient response; Physics; Optics; Engineering; Computer science; Electrical engineering; Mathematics","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":[0.0008311271,0.0001372605,0.0004347105,0.00013353,0.0001297363,0.00003293989,0.0003475702,0.00008773134,0.00003806668],"category_scores_gemma":[0.00007848065,0.00008529903,0.0002705271,0.001148194,0.0001382904,0.0001745705,0.000082935,0.00009082837,1.259007e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004980653,"about_ca_system_score_gemma":0.00004777865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001609639,"about_ca_topic_score_gemma":0.00001453448,"domain_scores_codex":[0.9985213,0.00003751643,0.0006416764,0.00023916,0.0003907575,0.0001695423],"domain_scores_gemma":[0.9991757,0.00007544926,0.0002641984,0.0001475503,0.0003220292,0.00001505936],"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":[0.00006030454,0.00007578832,0.0155714,0.0006215497,0.00007923222,2.996958e-8,0.01281877,0.000971547,0.9680554,0.001651071,0.000004463706,0.00009049536],"study_design_scores_gemma":[0.0004283261,0.00006047425,0.04550777,0.000540595,0.0003384556,4.372857e-7,0.01383204,0.009171491,0.9298948,0.0001473429,6.228414e-7,0.00007765676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983641,0.00005699538,0.0005725038,0.0002393097,0.00008107282,0.0002940945,0.00001451061,0.000008862565,0.0003685634],"genre_scores_gemma":[0.9988058,0.00002168631,0.001098078,0.00001758794,0.00000815598,0.00001705246,0.000003354284,0.000005485949,0.00002275446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03816057,"threshold_uncertainty_score":0.3478394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106381150765831,"score_gpt":0.2405396810787719,"score_spread":0.2294758695711136,"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."}}