{"id":"W7028173446","doi":"","title":"E-Toronto: Building a Digital Society","year":2022,"lang":"en","type":"dissertation","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Technocracy; Smart city; Process (computing); Big data; Value (mathematics); Open data; Key (lock)","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","sts"],"consensus_categories":[],"category_scores_codex":[0.0003280589,0.0004374265,0.0005096271,0.000420198,0.002249983,0.0005904351,0.003210809,0.0006382304,0.00002976259],"category_scores_gemma":[0.00002385059,0.0005993859,0.0004001747,0.001052052,0.0002811433,0.001941646,0.0009483349,0.001829673,0.00002197898],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004080984,"about_ca_system_score_gemma":0.0005011359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0029109,"about_ca_topic_score_gemma":0.001249025,"domain_scores_codex":[0.9970933,0.0001615965,0.0002078541,0.0007711324,0.0008991268,0.0008669472],"domain_scores_gemma":[0.9984366,0.0001593393,0.0001095877,0.0008092222,0.0002422338,0.0002429969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002457467,0.00007920252,0.0002786247,0.0002264944,0.0005744096,0.0009875592,0.001244771,0.0002989317,0.0008493709,0.9815865,0.01134439,0.002283996],"study_design_scores_gemma":[0.0007762958,0.0001716435,0.0005083173,0.0001316215,0.00008798547,0.00001593029,0.06365245,0.0005914259,0.0009360258,0.0001004879,0.9323138,0.0007139873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1615389,0.0004785256,0.0000418109,0.00003606006,0.0007860186,0.0006278898,0.0001218375,0.0006334251,0.8357355],"genre_scores_gemma":[0.3035866,0.002016948,0.0003887731,0.000005668458,0.0001344734,0.000002907518,0.0005662925,0.0001238531,0.6931745],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.981486,"threshold_uncertainty_score":0.9997422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02498880367279023,"score_gpt":0.2699092886294568,"score_spread":0.2449204849566665,"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."}}