{"id":"W7132892701","doi":"","title":"The production of nature in planning for urban expansion: A cultural landscape study of new urban growth in Oakville, Ontario","year":2007,"lang":"","type":"dissertation","venue":"TSpace","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sprawl; Cultural landscape; Natural landscape; Prosperity; Urban planning; Landscape planning; Metropolitan area; Landscape history; Landscape archaeology; Politics","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":[0.001089446,0.0003887634,0.0006468141,0.00009499534,0.0002725889,0.00005146136,0.0004293182,0.000537215,0.0000404204],"category_scores_gemma":[0.000611228,0.0001542206,0.0001546814,0.00114079,0.00006766306,0.0001924254,0.00005614758,0.0007671681,3.454322e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002344816,"about_ca_system_score_gemma":0.0002376473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04810183,"about_ca_topic_score_gemma":0.384408,"domain_scores_codex":[0.9972758,0.0001477761,0.0009276124,0.000647347,0.0004994253,0.000501997],"domain_scores_gemma":[0.9983553,0.0003322904,0.0005867681,0.0001243545,0.0005181937,0.00008311066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002125334,0.000559112,0.7964903,0.0001573077,0.00003702046,0.000004582098,0.1917153,0.00002579771,0.001511952,0.00008973225,0.004333554,0.002950098],"study_design_scores_gemma":[0.0004951986,0.0007205345,0.6862959,0.0002441028,0.00002021825,6.807106e-7,0.310119,0.000007062006,0.0008090913,0.0001241064,0.0009424462,0.0002216431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938562,0.0013915,1.567298e-7,0.0007793545,0.0008111446,0.002686121,0.000001859659,0.00001069131,0.0004629983],"genre_scores_gemma":[0.972181,0.00006319326,0.00003042816,0.000008430479,0.0002126874,0.00006119275,0.0001709463,0.000003207974,0.02726886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3363062,"threshold_uncertainty_score":0.9582369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206859794586567,"score_gpt":0.314288558229838,"score_spread":0.2936025787711813,"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."}}