{"id":"W3122484891","doi":"10.1080/02723638.2021.1878439","title":"Charting the design and implementation of the smart city: the case of citizen-centric bikeshare in Hamilton, Ontario","year":2021,"lang":"en","type":"article","venue":"Urban Geography","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council","keywords":"Technocracy; Scholarship; Sociology; Citizen science; Citizen journalism; Ideology; Smart city; Urbanism; Software deployment; Reflexivity; Political science; Public administration; Social science; Engineering; Politics; Computer science; Architecture; Computer security; Internet of Things; Law; Geography","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":[0.0001894079,0.00008627587,0.0001094505,0.00009058472,0.00009179559,0.00002153202,0.0001324207,0.00003846612,0.00006395402],"category_scores_gemma":[0.0000183472,0.00004948158,0.00007018037,0.0005837032,0.00009095386,0.00003714878,0.00006687823,0.00014412,1.763779e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001774615,"about_ca_system_score_gemma":0.00001754157,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00682747,"about_ca_topic_score_gemma":0.02554389,"domain_scores_codex":[0.9994212,0.0000413917,0.0002094453,0.00009268428,0.00007845856,0.0001568386],"domain_scores_gemma":[0.9994968,0.0001334051,0.00005713671,0.0002650104,0.00003739299,0.00001022659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002983863,0.00001070126,0.9880924,0.00005480006,0.00006605116,0.00003119126,0.004120741,0.0003219775,0.0003397644,0.0005974816,0.001091996,0.005269929],"study_design_scores_gemma":[0.000711515,0.00004760754,0.9422954,0.00007977435,0.00008433301,0.0001269232,0.01670613,0.001572408,0.03263001,0.001465095,0.004084638,0.0001962226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997399,0.001691796,0.0001926569,0.0001591099,0.0001011617,0.0002430745,0.00001845551,0.00003742026,0.0001572821],"genre_scores_gemma":[0.9996831,0.0000714684,0.0001488131,0.00003862564,0.00001018526,0.00002615502,0.000003127305,0.000007933145,0.00001059304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04579704,"threshold_uncertainty_score":0.9997861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234065043213547,"score_gpt":0.2027409630807474,"score_spread":0.1904003126486119,"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."}}