{"id":"W2907709323","doi":"10.3386/w25906","title":"Affordable Housing and City Welfare","year":2019,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Affordable housing; Welfare; Business; Economics; Economic growth; Market economy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008415516,0.0003079413,0.001121686,0.001422262,0.0002152978,0.0002132273,0.0005194762,0.0006327729,0.002011683],"category_scores_gemma":[0.0009059094,0.0003965565,0.0002336885,0.0001808913,0.0002906405,0.0003552749,0.000382441,0.0008239877,0.0007178159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002370502,"about_ca_system_score_gemma":0.001229616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003943468,"about_ca_topic_score_gemma":0.000332908,"domain_scores_codex":[0.9967687,0.0000478286,0.001347183,0.0009395274,0.0002730329,0.0006237584],"domain_scores_gemma":[0.9974957,0.0004345417,0.0008485218,0.0005164779,0.0005572546,0.0001474943],"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":[0.00007327553,0.0001034035,0.0415584,0.0006986314,0.0003284099,0.000003296764,0.0001248134,0.0004270032,0.000004089364,0.9075018,0.04494889,0.004228039],"study_design_scores_gemma":[0.00063628,0.00009634907,0.002510996,0.0001063181,0.000009322444,0.00001750052,0.00006185123,0.002200437,0.00002069036,0.5224698,0.4713077,0.0005628095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01858705,0.001769413,0.00001267386,0.0008608115,0.001279665,0.0004877032,0.0004042929,0.00002369302,0.9765747],"genre_scores_gemma":[0.9772047,0.006971696,0.0003707676,0.00002578231,0.0008497002,0.0000381854,0.0003437538,0.000106092,0.01408927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9624854,"threshold_uncertainty_score":0.9998486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3857922597732565,"score_gpt":0.4471336825934373,"score_spread":0.06134142282018079,"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."}}