{"id":"W4245236128","doi":"10.5383/ijtee.06.02.008","title":"Three Dimensional Transient Explicit Finite Difference Heat Transfer Modeling of Billet Transport","year":2013,"lang":"en","type":"article","venue":"International Journal of Thermal and Environmental Engineering","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discretization; Heat transfer; Transient (computer programming); Work (physics); Thermal conduction; Mechanical engineering; Process (computing); Mechanics; Finite difference; Finite difference method; Engineering; Materials science; Computer science; Thermodynamics; Mathematics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002396492,0.0004469872,0.0005756777,0.0002994201,0.0005390099,0.001000879,0.001092937,0.001436587,0.002442683],"category_scores_gemma":[0.0007042355,0.0003544027,0.0006694691,0.0004485892,0.0007726203,0.0007943424,0.0004809686,0.0006623666,0.0003214678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008895823,"about_ca_system_score_gemma":0.00101314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008988364,"about_ca_topic_score_gemma":0.003478566,"domain_scores_codex":[0.9998509,0.00003628838,0.000008679984,0.00002620054,0.00004858887,0.00002925988],"domain_scores_gemma":[0.9997708,0.0001250377,0.00002602472,0.00001680321,0.00004691581,0.00001443886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003149033,0.00002333188,0.000373892,0.00003443601,0.000005278904,0.00007281848,0.00004583258,0.9887074,0.004461485,0.004155214,0.0001703577,0.001918413],"study_design_scores_gemma":[0.000002679491,0.000006159547,0.00006934819,0.000002405534,0.000001349086,0.000008226254,0.000006163789,0.9985294,0.0006813165,0.0003739895,0.0003158811,0.000002994044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2439243,0.0007586228,0.7167071,0.0005924365,0.0002064414,0.0001783095,0.0007088711,0.0008586933,0.03606518],"genre_scores_gemma":[0.9625298,0.0003807682,0.02298623,0.00006249045,0.00002067035,0.0001731427,0.0002556224,0.00009936349,0.01349191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008988364,"threshold_uncertainty_score":0.01787204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007176850124769762,"score_gpt":0.1614346169994456,"score_spread":0.1542577668746758,"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."}}