{"id":"W6962677974","doi":"10.17605/osf.io/qbyzj","title":"Open Smart Cities in Canada: Assessment Report","year":2018,"lang":"en","type":"article","venue":"Open Science Framework","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Smart city; Electricity; Smart grid; Corporate governance; Order (exchange)","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":[0.0007950524,0.0001132631,0.0001938005,0.00009228519,0.0002278523,0.000752167,0.003942771,0.00006012486,0.0003284232],"category_scores_gemma":[0.0002641931,0.0001039113,0.00001044918,0.0009760822,0.0004073632,0.0007448641,0.002026328,0.0002564753,0.00001644618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007928142,"about_ca_system_score_gemma":0.001819881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6644177,"about_ca_topic_score_gemma":0.7860447,"domain_scores_codex":[0.9986562,0.000007947291,0.0002396618,0.000321063,0.0003383547,0.000436812],"domain_scores_gemma":[0.9989856,0.00006211618,0.00003893984,0.0007789936,0.00006452449,0.00006978591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001247296,0.00004218996,0.7301107,0.00003268876,0.000033672,0.0006466492,0.001001101,0.001481241,0.000592457,0.1470979,0.06783409,0.05111491],"study_design_scores_gemma":[0.000352457,0.0001283199,0.6605579,0.0004842306,0.000007333807,0.0001099378,0.01033773,0.00984712,0.01070201,0.05171428,0.2547666,0.0009920531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7659579,0.00003707786,0.00148718,0.00107575,0.002055748,0.0004761316,0.000005783972,0.0001060651,0.2287984],"genre_scores_gemma":[0.9738302,0.00001433865,0.02538901,0.00024214,0.00005144878,0.0000704455,0.00000112345,0.00001132574,0.0003900307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2284083,"threshold_uncertainty_score":0.7326716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619968626166184,"score_gpt":0.3055507488932906,"score_spread":0.2793510626316287,"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."}}