{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004478724,0.001005367,0.000817074,0.001788222,0.002682765,0.009822266,0.003160329,0.005802293,0.0799648],"category_scores_gemma":[0.005732804,0.0003202274,0.0009305307,0.003015245,0.005465772,0.01441713,0.006480519,0.00557104,0.01393136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008573837,"about_ca_system_score_gemma":0.01660625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01325898,"about_ca_topic_score_gemma":0.02161276,"domain_scores_codex":[0.9968406,0.001275482,0.0001225335,0.0003498301,0.0009325152,0.0004790445],"domain_scores_gemma":[0.995877,0.0008171226,0.0001516256,0.0004336652,0.001684645,0.001035982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002319033,0.00007270346,0.0005640135,0.0004778317,0.0000154503,0.00005437178,0.0006008627,0.0006160008,0.0001258439,0.6332323,0.2193986,0.1448189],"study_design_scores_gemma":[0.000006481739,0.00001685669,0.0002529579,0.0004228668,0.000005432206,0.00003046342,0.000726701,0.000398336,0.00006658323,0.0794817,0.9185833,0.000008399568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002555015,0.120575,0.02950535,0.4520677,0.01110222,0.000161855,0.001061235,0.0007938098,0.3821779],"genre_scores_gemma":[0.2071153,0.380145,0.1037532,0.06318939,0.00929979,0.0007043298,0.002909366,0.0007390606,0.2321446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0799648,"threshold_uncertainty_score":0.2675089,"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."}}