{"id":"W3173848542","doi":"10.22215/etd/2020-14196","title":"Searching for a Public Transit 'Fix': A Multi-Scalar Study of Public Transit Policy in Ottawa and Waterloo Region","year":2020,"lang":"en","type":"dissertation","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Public administration; Urbanism; Political science; Corporate governance; Politics; Negotiation; New Urbanism; Public transport; Transit-oriented development; Urban politics; Bus rapid transit; Public policy; Geography; Economics; Architecture; Management","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":[0.001058146,0.0002399013,0.0005852699,0.001290939,0.0100907,0.006045977,0.001590157,0.000981914,0.003440472],"category_scores_gemma":[0.004042731,0.0003856687,0.000483227,0.004951062,0.004708437,0.002327845,0.001815765,0.001328401,0.0002286577],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1481566,"about_ca_system_score_gemma":0.06883734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993727,"about_ca_topic_score_gemma":0.9978765,"domain_scores_codex":[0.9983109,0.0003636115,0.00003746108,0.0001816836,0.0002246015,0.0008816815],"domain_scores_gemma":[0.9976522,0.0006848808,0.000328792,0.0001066037,0.0007096471,0.0005177521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005830298,0.0005506433,0.4354663,0.0005837234,0.0003776462,0.001668864,0.2475431,0.01384937,0.002997819,0.2145541,0.03017221,0.05165321],"study_design_scores_gemma":[0.00003092493,0.0001168986,0.4469012,0.0002563173,0.0001480167,0.0000677673,0.5022236,0.004481408,0.0005125084,0.003917077,0.04123107,0.000113143],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712425,0.0004597646,0.0002506715,0.004679578,0.0000132318,0.00008533208,0.0006607333,0.000009475955,0.02259872],"genre_scores_gemma":[0.9942199,0.0003746595,0.0002445515,0.0001977928,0.000003502588,0.00003188707,0.0001508122,0.000007947694,0.004768947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1481566,"threshold_uncertainty_score":0.9880176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09306253328559824,"score_gpt":0.3630412250066492,"score_spread":0.2699786917210509,"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."}}