{"id":"W330992539","doi":"10.22215/timreview/877","title":"The City as Living Laboratory: Empowering Citizens with the Citadel Toolkit","year":2015,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Realm; Cover (algebra); Computer science; Telecommunications; Engineering; Geography","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":[0.004615231,0.0004199228,0.0003737237,0.00106874,0.004298229,0.007759067,0.00308988,0.003771826,0.03859881],"category_scores_gemma":[0.006011198,0.0001992754,0.0003409875,0.001813889,0.006161997,0.00490245,0.01430305,0.003031054,0.005827795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003706052,"about_ca_system_score_gemma":0.01569353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01268312,"about_ca_topic_score_gemma":0.03746373,"domain_scores_codex":[0.9945768,0.003322489,0.0001197558,0.000214311,0.001090225,0.0006764849],"domain_scores_gemma":[0.995128,0.001721196,0.0003630545,0.0004321387,0.0008778669,0.001477791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001135547,0.0001710042,0.0009452123,0.002203905,0.00002383867,0.0006465285,0.0102359,0.0002603528,0.0009346288,0.1861268,0.5085094,0.2898288],"study_design_scores_gemma":[0.00002398334,0.00002804234,0.0005284448,0.0007801675,0.000007852021,0.0001226406,0.004692635,0.00003279847,0.0001811687,0.005814471,0.9877713,0.00001649419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01231358,0.0847216,0.008259967,0.2100472,0.006394707,0.0003854415,0.0003942333,0.00164832,0.6758349],"genre_scores_gemma":[0.3322925,0.1363051,0.02393796,0.07498382,0.00330769,0.002537121,0.0013335,0.001304194,0.4239981],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03859881,"threshold_uncertainty_score":0.1291259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130138282518232,"score_gpt":0.2735043873941925,"score_spread":0.2422030045690102,"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."}}