{"id":"W7111397793","doi":"10.18280/ijsdp.201007","title":"Smart Development of Cities: Ukrainian Experience, Trends and Prospects","year":2025,"lang":"","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Scientific Research and Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ukrainian; Smart city; Technology development; Development (topology); Regional development","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":[0.0005214149,0.0001572666,0.000205764,0.0005232403,0.0008117066,0.001698562,0.0002952261,0.0003378382,0.001497486],"category_scores_gemma":[0.0003709513,0.00007126893,0.0001155144,0.001752066,0.001095839,0.001125995,0.001710033,0.0004630662,0.0001328979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003031401,"about_ca_system_score_gemma":0.004133891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04148654,"about_ca_topic_score_gemma":0.05466119,"domain_scores_codex":[0.9996889,0.00006492263,0.00002037463,0.00003591583,0.00005817596,0.0001318076],"domain_scores_gemma":[0.9996157,0.00007600411,0.0000922362,0.00002486356,0.00009013049,0.0001010552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003328146,0.0002646309,0.2807027,0.001849768,0.0001680656,0.003727996,0.1081744,0.004159476,0.004329452,0.1404344,0.02610797,0.4297483],"study_design_scores_gemma":[0.000009446982,0.0001669455,0.3910935,0.0004378299,0.00006034499,0.001803437,0.07901151,0.0007488346,0.001810353,0.005528424,0.5192786,0.0000506705],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021274,0.03140133,0.0008003041,0.01075119,0.0001097381,0.00001102271,0.0007233456,0.00005220255,0.05402353],"genre_scores_gemma":[0.9871082,0.009506283,0.000227977,0.0002435223,0.00001792881,0.000004106839,0.0001530266,0.000006282915,0.00273273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04148654,"threshold_uncertainty_score":0.08249009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986920370845296,"score_gpt":0.2978027463970145,"score_spread":0.2779335426885615,"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."}}