{"id":"W2019609306","doi":"10.2298/tsci120127060c","title":"New directions in development of city energy systems","year":2012,"lang":"en","type":"article","venue":"Thermal Science","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Megacity; Population; World population; Geography; Globe; Witness; Population growth; Economic growth; Rural area; Economy; Political science; Demography; Sociology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002837317,0.00005392765,0.0000697855,0.0001170991,0.00003927246,0.00001073236,0.0001257907,0.0000268976,0.00002921483],"category_scores_gemma":[0.000009168,0.00004759521,0.000007344189,0.0006048967,0.00002874162,0.0002637196,0.00001428479,0.000032345,0.000006032547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508728,"about_ca_system_score_gemma":0.00007103165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008966884,"about_ca_topic_score_gemma":0.00009942187,"domain_scores_codex":[0.9994279,0.0000106923,0.0001562783,0.00005848086,0.0001435242,0.0002031494],"domain_scores_gemma":[0.9997943,0.000007668112,0.00002084895,0.00008407018,0.00002820472,0.00006492248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001686616,0.00001696824,0.002958025,0.00001299862,0.000005624518,1.80673e-7,0.002278384,0.8709018,0.102914,0.004297935,0.00004071357,0.01657166],"study_design_scores_gemma":[0.000275483,0.0000143857,0.1016038,0.0001567002,0.00000550719,0.00001123866,0.0004634146,0.325378,0.5609396,0.00001130883,0.01067444,0.0004661687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7913341,0.0006659025,0.09061875,0.000003679601,0.001590979,0.00007054712,7.132033e-7,0.0001775394,0.1155378],"genre_scores_gemma":[0.9973106,0.00000400133,0.002350269,0.000001529584,0.00004191476,0.000006710334,5.153881e-7,0.000005749102,0.0002787606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5455238,"threshold_uncertainty_score":0.1940876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193416998987093,"score_gpt":0.2081029347442924,"score_spread":0.1961687647544214,"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."}}