{"id":"W4248648451","doi":"10.32920/ryerson.14657691","title":"Developers' perspectives on transit-oriented development in Edmonton, Alberta","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Transit-oriented development; Transit (satellite); Planner; Plan (archaeology); Transport engineering; Business; Urban planning; Investment (military); Light rail transit; Land use; Public transport; Engineering; Computer science; Geography; Political science; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002440013,0.0002318026,0.0001323851,0.0007304756,0.01232106,0.003898724,0.0009776726,0.000775121,0.003087261],"category_scores_gemma":[0.002543597,0.000259568,0.000115377,0.001110689,0.005363599,0.0005050913,0.002668521,0.001259272,0.0001107482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03862843,"about_ca_system_score_gemma":0.04352842,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9070353,"about_ca_topic_score_gemma":0.9672938,"domain_scores_codex":[0.9979712,0.0008320038,0.00004440734,0.0001154696,0.0005279667,0.0005089791],"domain_scores_gemma":[0.9969235,0.001072371,0.0001661006,0.00005339292,0.0008262354,0.000958325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005397905,0.00008778609,0.03456574,0.00009761888,0.000007473689,0.008762004,0.8878484,0.001081528,0.002829026,0.03018209,0.009807777,0.02467663],"study_design_scores_gemma":[0.00001396362,0.00003895282,0.02816086,0.0001062543,0.00001092856,0.0005319644,0.7599527,0.0004209606,0.000633212,0.001008449,0.2090913,0.00003055131],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8580219,0.0008684411,0.000843375,0.007983011,0.00006413428,0.0000673726,0.00006565544,0.00002442872,0.1320617],"genre_scores_gemma":[0.960293,0.0008192919,0.0006289426,0.0005372592,0.000005632629,0.00002434987,0.0000380016,0.00001681499,0.03763666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09296471,"threshold_uncertainty_score":0.2802702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02262102313863388,"score_gpt":0.2976719338951525,"score_spread":0.2750509107565186,"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."}}