{"id":"W4293101509","doi":"10.1177/0308518x221087243","title":"Balancing equity-based goals with market-driven forces in land development: The case of density bonusing in Toronto","year":2022,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Public good; Public land; Equity (law); Economic rent; Economics; Appropriation; Bidding; Business; Public economics; Market economy; Microeconomics; Political science","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":[0.001013872,0.0002395201,0.0002214694,0.0005260334,0.006686134,0.003235276,0.0008439477,0.001198628,0.00308774],"category_scores_gemma":[0.002141398,0.0001930158,0.0002675394,0.001295131,0.008965799,0.001259002,0.002687878,0.001136334,0.0000848769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05535049,"about_ca_system_score_gemma":0.01353277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8491746,"about_ca_topic_score_gemma":0.9537647,"domain_scores_codex":[0.9988217,0.000424525,0.00002147501,0.00007399514,0.0001557438,0.0005025574],"domain_scores_gemma":[0.9990329,0.000376405,0.0001168741,0.00007647542,0.0001162143,0.0002812452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001548821,0.00006583116,0.05550349,0.0001179065,0.00006133828,0.008907509,0.05653219,0.0355441,0.001948649,0.8117763,0.004762207,0.02462563],"study_design_scores_gemma":[0.0001338344,0.0002715026,0.2208819,0.0004100817,0.0001747036,0.001948733,0.2897114,0.05824392,0.004594201,0.219383,0.2039708,0.0002758498],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062437,0.000683439,0.003509492,0.004562219,0.00001433142,0.00004314148,0.00009677551,0.00001689572,0.08482997],"genre_scores_gemma":[0.9967801,0.0001248947,0.0003554753,0.00004038401,0.000002090106,0.000004691026,0.00001033443,0.000002974924,0.002679003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1508254,"threshold_uncertainty_score":0.4015979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566920613117483,"score_gpt":0.2045350986286833,"score_spread":0.1888658924975085,"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."}}