{"id":"W2973981249","doi":"10.1177/0739456x19873942","title":"Assessing Transit-Oriented Development Implementation in Canadian Cities: An Urban Project Approach","year":2019,"lang":"en","type":"article","venue":"Journal of Planning Education and Research","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Metropolitan area; Process (computing); Work (physics); Transit-oriented development; Urban planning; Process management; Regional science; Public transport; Environmental planning; Transit (satellite); Transport engineering; Business; Computer science; Geography; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003991349,0.00004543745,0.00009381049,0.0006236805,0.0003265328,0.0002068716,0.0001192019,0.00005171546,0.00006568458],"category_scores_gemma":[0.00003970057,0.0000395291,0.00001440976,0.000438157,0.00006195897,0.0007747437,0.000003488554,0.0002825739,7.605522e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003605758,"about_ca_system_score_gemma":0.008518897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1008844,"about_ca_topic_score_gemma":0.05810212,"domain_scores_codex":[0.9986207,0.0002794109,0.0002579027,0.0001124439,0.0004434584,0.0002860206],"domain_scores_gemma":[0.9993539,0.00004995291,0.00007577876,0.00004885649,0.0002753357,0.0001961531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008758293,0.00007720814,0.8609557,0.00002504403,0.000004093045,0.000001578833,0.1340135,0.000003377717,0.00003920375,0.0001530623,0.0002838432,0.004434614],"study_design_scores_gemma":[0.0001857667,0.00003211357,0.7629728,0.00006787439,0.000001924549,0.000001378323,0.214484,0.00002292379,0.00002724054,0.00004699809,0.02210596,0.00005103654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992929,0.0001871936,0.00003421428,0.0002796928,0.0002053493,0.0002241283,7.483723e-7,0.000003095895,0.006136542],"genre_scores_gemma":[0.998338,0.000007866636,0.001165681,0.0000265267,0.000142749,0.000004843006,0.00001719211,0.000003963523,0.0002931172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09798288,"threshold_uncertainty_score":0.9971019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244500025835163,"score_gpt":0.5039891155156376,"score_spread":0.3795391129321213,"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."}}