{"id":"W3002295398","doi":"","title":"The Image of the Suburbs: Planning Urbanity in the Toronto Region","year":2018,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto; Government of Ontario","keywords":"Urbanity; Geography; Cartography; Regional science; Civil engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007373037,0.0001100631,0.00011486,0.000007110622,0.0008517447,0.00011368,0.0006691957,0.0001682546,0.0001147775],"category_scores_gemma":[0.0002845904,0.00004880198,0.00006765122,0.0001788466,0.0002012471,0.00007833583,0.00002731559,0.0002388655,0.000004544668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025493,"about_ca_system_score_gemma":0.0002326868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05431328,"about_ca_topic_score_gemma":0.293868,"domain_scores_codex":[0.9988315,0.0002416448,0.0001688979,0.0001287047,0.0004140002,0.0002152333],"domain_scores_gemma":[0.9992394,0.0001582716,0.0002233257,0.0002380909,0.0001193673,0.00002149919],"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":[0.00003482791,0.00001390281,0.0007660669,0.00001085569,0.00001359486,0.000001818429,0.418317,2.296107e-7,0.00003080126,0.001955952,0.5768169,0.002038099],"study_design_scores_gemma":[0.00004248614,0.00001047366,0.01934052,0.00009622759,0.00001007549,2.973797e-7,0.4619126,6.899478e-7,0.0001134789,0.0001893312,0.5182129,0.00007091249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5945923,0.00272051,0.000001342086,0.009865756,0.001501432,0.0007648147,0.000001806216,0.00002294325,0.3905292],"genre_scores_gemma":[0.4122574,0.0004659103,0.00001997882,0.0001163713,0.0005658925,0.00004297103,0.00002546973,0.00001408205,0.5864919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2395547,"threshold_uncertainty_score":0.9519841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05579395058025122,"score_gpt":0.3767576951480584,"score_spread":0.3209637445678072,"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."}}