{"id":"W4235938252","doi":"10.32920/ryerson.14664117","title":"Planning for affordable housing, its engagement with mixed use planning, and revising how affordability is defined","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Housing and Urban Development","keywords":"Affordable housing; Gentrification; Urban planning; Local planning; Business; Low income; Public economics; Economic growth; Economics; Environmental planning; Demographic economics; Engineering; Geography","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":[0.003614587,0.0002548336,0.0002170091,0.001020844,0.003150624,0.00548584,0.001038942,0.0008295959,0.002641606],"category_scores_gemma":[0.006693437,0.0002068488,0.0002624364,0.0026176,0.01939393,0.005292129,0.006940952,0.001867633,0.00007859842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009613728,"about_ca_system_score_gemma":0.008941473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1100096,"about_ca_topic_score_gemma":0.1843198,"domain_scores_codex":[0.9949109,0.00320991,0.0001385762,0.0003546246,0.0007555139,0.0006305798],"domain_scores_gemma":[0.9975494,0.001159485,0.0003808865,0.0002827722,0.0002387571,0.0003886854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001627479,0.00003238023,0.02111328,0.000160866,0.00001828412,0.0001780546,0.06113371,0.001028424,0.0002303886,0.8529283,0.002477394,0.06068271],"study_design_scores_gemma":[0.00001179942,0.00008545382,0.06569008,0.001370413,0.0000339069,0.0003465239,0.1862258,0.002852903,0.001018017,0.4829302,0.2593589,0.00007598789],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5533348,0.009581632,0.06448595,0.05794895,0.0003082332,0.0001469342,0.0002609601,0.00006676234,0.3138658],"genre_scores_gemma":[0.9935392,0.0007881484,0.003517515,0.0004598518,0.0000169875,0.00004004682,0.00002345391,0.00001352525,0.001601366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100096,"threshold_uncertainty_score":0.2187385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279672657407227,"score_gpt":0.3339473240626875,"score_spread":0.2059800583219648,"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."}}