{"id":"W4386536461","doi":"10.32920/24085116.v1","title":"Developer perceptions of inclusionary zoning","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Affordable housing; General partnership; Zoning; Political science; Business; Urban policy; Incentive; Public administration; Urban planning; Economic growth; Finance; Economics; Engineering; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005676658,0.0001557254,0.0004719601,0.0003861375,0.0001948081,0.00004173647,0.0004396891,0.0002539273,0.002446024],"category_scores_gemma":[0.0001631914,0.0001867828,0.0001734365,0.0002222637,0.00005227734,0.00007347007,0.002368912,0.0004436231,0.001160018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487405,"about_ca_system_score_gemma":0.000121246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002037507,"about_ca_topic_score_gemma":0.0002887848,"domain_scores_codex":[0.9988814,0.00001782894,0.0006417683,0.0002345129,0.00003842501,0.000186091],"domain_scores_gemma":[0.9991703,0.00008215263,0.0002662004,0.0003769816,0.00005087057,0.00005348963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000154087,0.0003060182,0.7009384,0.0003927504,0.0005676893,0.000007992728,0.03826544,0.0005722386,0.00004228137,0.2136676,0.03927759,0.005946608],"study_design_scores_gemma":[0.0001584145,0.00001314498,0.8028221,0.0001078671,0.000006479453,6.174315e-7,0.001330388,0.0005344125,0.000007572927,0.1868921,0.007671995,0.0004549085],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8129468,0.0004157169,0.004155005,0.001919126,0.001258793,0.0002860604,0.0002473478,0.0002005842,0.1785706],"genre_scores_gemma":[0.9721361,0.0006969397,0.006260136,0.0001255554,0.00007193018,0.00002049663,0.0001974231,0.00003680537,0.02045455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1591894,"threshold_uncertainty_score":0.9996177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277392999542824,"score_gpt":0.2965854587146955,"score_spread":0.1688461587604131,"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."}}