{"id":"W2920191257","doi":"","title":"Barriers to Transit-Oriented Development in Mature Communities: An assessment of South Point Douglas, Winnipeg","year":2018,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transit-oriented development; Transit (satellite); Geography; Engineering; Environmental planning; Transport engineering; Civil engineering; Urban planning; Public transport","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"],"consensus_categories":[],"category_scores_codex":[0.001841788,0.0002748771,0.000641965,0.001356591,0.0003233935,0.00005100322,0.001099462,0.0003282722,0.0001018001],"category_scores_gemma":[0.00008157358,0.0003067821,0.0001631894,0.001140757,0.0001241892,0.0003415866,0.00008357349,0.0003605156,0.00001678628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001446843,"about_ca_system_score_gemma":0.0005436587,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003046312,"about_ca_topic_score_gemma":0.6218619,"domain_scores_codex":[0.9969345,0.0003315599,0.0005096567,0.0004558905,0.001489623,0.0002787939],"domain_scores_gemma":[0.9973007,0.0001326672,0.0006303018,0.0007426622,0.000941418,0.0002522664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003140131,0.000881891,0.2321422,0.0008120159,0.0005613166,0.00008515434,0.7225868,0.008924006,0.00142263,0.003094592,0.006660161,0.01968912],"study_design_scores_gemma":[0.0006237085,0.0002135042,0.2440733,0.0003554521,0.00005144078,7.426438e-7,0.7467877,0.003343118,0.00007731548,0.0002357816,0.003944971,0.0002930298],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863682,0.00002737623,0.009487671,0.0001890906,0.0005476467,0.00037559,0.00007875976,0.00003345162,0.002892185],"genre_scores_gemma":[0.9807581,0.00002171124,0.01802768,0.00004375228,0.00002023248,0.000001339301,0.0004224275,0.0000218404,0.0006829501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6188157,"threshold_uncertainty_score":0.9999384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04544168497992113,"score_gpt":0.3137097108431505,"score_spread":0.2682680258632294,"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."}}