{"id":"W2109282634","doi":"10.5539/jsd.v8n8p270","title":"Smart City as Urban Innovation: A Case of Riyadh North-West District","year":2015,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Geography; Creativity; North west; Smart city; Political science; Engineering; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004421068,0.0001707635,0.0003861688,0.0005054161,0.000432574,0.0001003092,0.0004124604,0.0001083915,0.0002442085],"category_scores_gemma":[0.001717805,0.0001664972,0.00006579861,0.001327134,0.000205484,0.0006414091,0.000134932,0.0002606897,0.00003017438],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002532677,"about_ca_system_score_gemma":0.008837261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009180793,"about_ca_topic_score_gemma":0.000260185,"domain_scores_codex":[0.9972332,0.0001535825,0.001229516,0.0001680434,0.000698916,0.0005167413],"domain_scores_gemma":[0.9953918,0.0001488986,0.001105562,0.0001473319,0.00290382,0.0003025371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002092145,0.0005260967,0.6566949,0.0001322549,0.0003953355,0.00980751,0.2100624,0.00005284272,0.000006297736,0.04601094,0.06294899,0.01315326],"study_design_scores_gemma":[0.001613003,0.0001685465,0.08254877,0.00005408453,0.00003802759,0.0005765533,0.2820605,0.000002243756,0.0003278825,0.003501856,0.6286815,0.0004270177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774712,0.0001286956,0.0002422328,0.0009689559,0.0005653806,0.0002822748,0.000001310645,0.00001843584,0.02032147],"genre_scores_gemma":[0.9846808,0.00002600022,0.005293272,0.0001786037,0.0002178883,0.00001217442,0.000004697677,0.00001427932,0.009572334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5741462,"threshold_uncertainty_score":0.9967817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03649583803453124,"score_gpt":0.3000090384725557,"score_spread":0.2635132004380245,"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."}}