{"id":"W2920879197","doi":"10.1177/0739456x19831064","title":"Unmet Demand for Walkable Transit-Oriented Neighborhoods in a Midsized Canadian Community: Market and Planning Implications","year":2019,"lang":"en","type":"article","venue":"Journal of Planning Education and Research","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Walkability; Community design; Geography; Travel behavior; Sustainability; Preference; Transport engineering; Sample (material); Built environment; Environmental planning; Environmental health; Medicine; Economics; Political science; Engineering; Ecology; Civil engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004608167,0.0002574054,0.0003625971,0.0009959898,0.003425459,0.001407232,0.001153563,0.0004023166,0.002950633],"category_scores_gemma":[0.001410224,0.0002007165,0.0004786024,0.003054144,0.000661611,0.0005171783,0.0007887235,0.0006403142,0.0001311438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03190392,"about_ca_system_score_gemma":0.0331624,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9974377,"about_ca_topic_score_gemma":0.9991677,"domain_scores_codex":[0.9995769,0.0000329842,0.00001416455,0.00006003448,0.0001194863,0.0001963683],"domain_scores_gemma":[0.9991041,0.00007079797,0.00008887723,0.0000250737,0.0003781573,0.0003329702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001369056,0.0001569761,0.9553015,0.00009924812,0.00005483758,0.0005412264,0.008943503,0.0005071491,0.000654613,0.001559859,0.004746437,0.0272977],"study_design_scores_gemma":[0.000007965697,0.00002737382,0.9779041,0.00004368334,0.00002143267,0.00008992255,0.018354,0.000987809,0.00005900269,0.000199105,0.00228275,0.00002292971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933681,0.0002646461,0.00009669091,0.001034579,0.000006808828,0.0000388721,0.001813344,0.000006420259,0.00337051],"genre_scores_gemma":[0.9978352,0.0002866007,0.000217083,0.0001100311,0.000002996808,0.00001663199,0.0004535771,0.000003467293,0.001074439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03190392,"threshold_uncertainty_score":0.2314802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07710498775653947,"score_gpt":0.4438674558022637,"score_spread":0.3667624680457243,"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."}}