{"id":"W7132941382","doi":"","title":"Social Equity in Infrastructure Planning and Delivery? Introducing An Innovative Tool Developed for the City of Toronto","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); General partnership; Urban planning; Project commissioning; Transportation planning; Social equality; Project team","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007623898,0.0007007084,0.000330306,0.003356974,0.003372179,0.00923659,0.001106567,0.0008217706,0.008870957],"category_scores_gemma":[0.02249535,0.0003870492,0.0004268657,0.006388962,0.002045542,0.003579017,0.003413916,0.0009423911,0.001119371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02429017,"about_ca_system_score_gemma":0.03308696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3971764,"about_ca_topic_score_gemma":0.6014863,"domain_scores_codex":[0.9942108,0.002610775,0.0003965475,0.0004136433,0.00174321,0.0006250565],"domain_scores_gemma":[0.9854013,0.007361773,0.001026613,0.0008735555,0.003591989,0.001744826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002157897,0.0003556279,0.09042735,0.001410183,0.00009760024,0.0009678231,0.1025663,0.01062594,0.003546131,0.1042311,0.1439269,0.5416293],"study_design_scores_gemma":[0.0001078128,0.0003791435,0.1058463,0.002244585,0.0001843363,0.0003649775,0.1344543,0.02576825,0.00535478,0.01823304,0.706643,0.0004195048],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4780443,0.001703262,0.1605288,0.03668537,0.001031221,0.002655642,0.008754234,0.003618192,0.3069789],"genre_scores_gemma":[0.7610877,0.001496317,0.2097584,0.000548725,0.00008659111,0.001029609,0.002798139,0.000348901,0.02284558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6028236,"threshold_uncertainty_score":0.7897291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210988760404019,"score_gpt":0.4766780295557955,"score_spread":0.3555791535153936,"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."}}