{"id":"W2943381033","doi":"10.31235/osf.io/qbyzj","title":"Open Smart Cities in Canada: Assessment Report","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smart city; Smart grid; Corporate governance; Electricity; Geography; Environmental planning; Business; Engineering; Computer security; Computer science; Internet of Things; Finance","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001238744,0.0001994318,0.0006871449,0.0001809157,0.0001057125,0.0003455297,0.001158683,0.0001484994,0.003218871],"category_scores_gemma":[0.0001046484,0.000245405,0.0000655445,0.0001221112,0.00003341791,0.0001430822,0.003155042,0.0005223827,0.00005890728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002915716,"about_ca_system_score_gemma":0.004034459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9956973,"about_ca_topic_score_gemma":0.9951387,"domain_scores_codex":[0.9983355,0.00002822311,0.000914716,0.0003779136,0.00005180897,0.0002918117],"domain_scores_gemma":[0.998657,0.00004924311,0.0004714151,0.0007009605,0.00004194357,0.00007939042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002832739,0.00003332064,0.9405129,0.00002666651,0.00007298902,0.00005603704,0.0004885507,0.000008417954,3.339008e-8,0.01915266,0.03925771,0.0003878917],"study_design_scores_gemma":[0.0001890049,0.000008458519,0.8634626,0.00004319145,0.000002102032,0.000003089957,0.0004895033,0.000191683,0.000001940633,0.0691036,0.06611251,0.0003923312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3699585,0.0001104668,0.0001365304,0.0013881,0.001287822,0.0003652653,0.00008240493,0.00001402256,0.6266569],"genre_scores_gemma":[0.9777784,0.0001589607,0.001908336,0.0004957797,0.00008078809,0.00006685549,0.0002113951,0.00002284313,0.01927666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6078199,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205525152937328,"score_gpt":0.3079570202933893,"score_spread":0.1874045049996565,"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."}}