{"id":"W4414942523","doi":"10.1115/pvp2025-152045","title":"Coke Drum Wall Thickness Sizing Based on Measured Operating Quench Loads","year":2025,"lang":"en","type":"article","venue":"","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Thermal; Quenching (fluorescence); Shell (structure); Thermal shock; Sizing; Coke","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":[0.0002509457,0.0004106784,0.0001703413,0.0006083573,0.0002160223,0.0003309538,0.0002875263,0.0002387918,0.001378793],"category_scores_gemma":[0.001150258,0.0001659927,0.0001357774,0.0002368838,0.000168213,0.0002789608,0.0001386568,0.0002060648,0.000234668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002992704,"about_ca_system_score_gemma":0.0001418642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941996,"about_ca_topic_score_gemma":0.005614603,"domain_scores_codex":[0.9998435,0.00001748711,0.00001014281,0.00004124228,0.00006851804,0.00001906466],"domain_scores_gemma":[0.9995023,0.0002031661,0.0001026772,0.00003898824,0.0001310689,0.00002172358],"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":[0.001217402,0.0001653861,0.1406615,0.0001755359,0.00006135284,0.0002942825,0.0006065839,0.1646979,0.5937999,0.000543771,0.0005306262,0.0972458],"study_design_scores_gemma":[0.00001621614,0.0005421743,0.2865751,0.00002127402,0.00004106976,0.0001432108,0.0002389749,0.3100221,0.4015123,0.0001355935,0.0006979386,0.00005402953],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865091,0.0000208708,0.01218171,0.00000616226,0.000003102156,0.00002054087,0.0001349157,0.0001354238,0.0009881511],"genre_scores_gemma":[0.9972982,0.00001105065,0.002304818,0.000001558728,7.000631e-7,0.000009089992,0.00006670164,0.000009807848,0.0002980601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001941996,"threshold_uncertainty_score":0.004612565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03481469898250101,"score_gpt":0.2936034402407798,"score_spread":0.2587887412582788,"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."}}