{"id":"W2964797642","doi":"10.3390/pr7080523","title":"Special Issue: Modeling and Simulation of Energy Systems","year":2019,"lang":"en","type":"article","venue":"Processes","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Systems engineering; Process (computing); Industrial engineering; Energy transformation; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003452434,0.00007118163,0.0001147746,0.00006233399,0.00001122269,0.00002035356,0.0000369897,0.00005643675,0.00002512825],"category_scores_gemma":[0.00002107628,0.00006812848,0.000007222366,0.0001441737,0.000004544905,0.000157243,0.000005557852,0.00002589449,0.000006751166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001593406,"about_ca_system_score_gemma":0.0000128399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005296817,"about_ca_topic_score_gemma":0.000009629195,"domain_scores_codex":[0.9996001,0.000006112174,0.0001589712,0.00007880863,0.00008192649,0.00007411108],"domain_scores_gemma":[0.9997215,0.00002263773,0.00002705888,0.00006404197,0.0001492824,0.00001551144],"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":[0.000003224822,0.000002496655,0.00008644893,0.001034749,0.0000100163,1.11179e-7,0.000134784,0.9980851,0.0001035166,0.0001219524,0.00007764307,0.0003399637],"study_design_scores_gemma":[0.00008060395,0.000009124362,0.000001108027,0.0001006449,0.000004867167,0.000001070533,0.0000996711,0.9925284,0.0009520336,0.00002241095,0.006127501,0.00007252554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2391309,0.007827638,0.6087735,0.00001193656,0.003541869,0.0003461059,0.00001327318,0.0006037078,0.139751],"genre_scores_gemma":[0.9985012,0.0001678243,0.0001422103,0.000002078516,0.0007599835,0.000005705626,0.000009005323,0.00001914476,0.0003927796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7593704,"threshold_uncertainty_score":0.2778199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006895553157033386,"score_gpt":0.1995333132564013,"score_spread":0.1926377600993679,"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."}}