{"id":"W7136373864","doi":"10.1145/3787330.3787338","title":"Modelling Intelligent Systems for Smart Cities Using a Unified Framework for Intelligence and Intelligent Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Intelligent decision support system; Constraint (computer-aided design); Intelligent transportation system; Artificial neural network; Resource (disambiguation); Intelligent sensor; Intelligent control; Smart city","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002949111,0.001058699,0.001468282,0.0008733778,0.001442249,0.003023619,0.001520669,0.0007268125,0.000005876757],"category_scores_gemma":[0.0005153636,0.00107005,0.0004997006,0.001566336,0.0004096601,0.0003961006,0.001185476,0.0007589327,0.000006960147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004481694,"about_ca_system_score_gemma":0.0006286424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007967799,"about_ca_topic_score_gemma":0.0000121726,"domain_scores_codex":[0.9928532,0.0003932072,0.00229843,0.002235622,0.0005219609,0.001697534],"domain_scores_gemma":[0.9888266,0.006955331,0.0006649446,0.001174756,0.001960488,0.0004179207],"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":[0.0001465711,0.0001003978,0.0000452628,0.001703678,0.0002848901,0.000002583992,0.001344253,0.5412759,0.00000314628,0.4122027,0.0001883312,0.04270238],"study_design_scores_gemma":[0.0002643805,0.0004452394,0.000001095325,0.009358306,0.0002855308,0.00002756353,0.004718394,0.9253284,0.0006238366,0.05314339,0.004801431,0.001002474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00228204,0.04859992,0.9284086,0.0002663046,0.01438698,0.005244706,0.00004772334,0.0002990538,0.0004646863],"genre_scores_gemma":[0.8594949,0.00459467,0.1314687,0.0003251066,0.0009553503,0.0004322206,0.00001328336,0.00008635211,0.002629381],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8572129,"threshold_uncertainty_score":0.9998577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160447850776768,"score_gpt":0.3218040505057264,"score_spread":0.2057592654280496,"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."}}