{"id":"W1961745439","doi":"10.24908/pceea.v0i0.3935","title":"SIMULATION VERSUS DESIGN: TWO CASE STUDIES IN CHEMICAL REACTION KINETICS AND RADIATIVE HEAT TRANSFER","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Enclosure; Heat transfer; Radiative transfer; Analogy; Thermal radiation; Kinetics; Computer science; Chemical kinetics; Simulation; Mechanical engineering; Process engineering; Mechanics; Thermodynamics; Engineering; Physics; Optics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002057607,0.0001340443,0.0001475194,0.0002222898,0.00005288126,0.00002419386,0.00007460549,0.0001046009,0.000004095345],"category_scores_gemma":[0.0006056144,0.0001388471,0.0000292178,0.0003309584,0.00001980549,0.0002021008,0.000006825873,0.0001669616,0.000001084793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428813,"about_ca_system_score_gemma":0.00008001319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342103,"about_ca_topic_score_gemma":0.002509586,"domain_scores_codex":[0.9993274,0.000005779259,0.0002172089,0.0001254544,0.0001251881,0.000199035],"domain_scores_gemma":[0.9994782,0.0001214242,0.00003172227,0.00004671811,0.0002340823,0.0000879194],"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":[0.0001785194,0.0003831064,0.02718746,0.003589781,0.00104774,0.00001545454,0.1311373,0.716758,0.08351797,0.02295818,0.003254514,0.009972066],"study_design_scores_gemma":[0.005352501,0.0002618064,0.05551526,0.001158917,0.0006191065,0.0001799666,0.01095007,0.6881037,0.2261394,0.0007758984,0.008533161,0.002410215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949699,0.0004137855,0.000229208,0.0001519345,0.001399462,0.0003729919,0.00000766799,0.0001114818,0.002343547],"genre_scores_gemma":[0.9988897,0.00003172888,0.0008418594,0.00002187731,0.00007137429,0.00003437616,0.000001644105,0.00002610178,0.00008130041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1426215,"threshold_uncertainty_score":0.566202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04477336259470713,"score_gpt":0.2670062756680906,"score_spread":0.2222329130733835,"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."}}