{"id":"W4402448617","doi":"10.1007/978-981-97-5116-7_12","title":"Housing, Affordability, and Real Estate Market Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"City development","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Real estate; Business; Finance","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":[0.0009824021,0.0004427198,0.001027405,0.0008117382,0.0001535341,0.0002756031,0.0002190552,0.0003542248,0.002785503],"category_scores_gemma":[0.00001828273,0.0005473323,0.0002722376,0.0001176775,0.0001290049,0.0001023858,0.0003540734,0.0003168618,0.0006990323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005646904,"about_ca_system_score_gemma":0.0001036746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029994,"about_ca_topic_score_gemma":0.001421276,"domain_scores_codex":[0.9975668,0.000004588592,0.001034218,0.0009728003,0.00005257352,0.0003689902],"domain_scores_gemma":[0.9988851,0.00005514862,0.0003904205,0.000466003,0.00002914256,0.0001742146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000150448,0.0001493708,0.1442732,0.001519311,0.01165559,0.0001722963,0.005177911,0.00006499025,5.715371e-7,0.5179207,0.01934665,0.299569],"study_design_scores_gemma":[0.0001485369,0.00001558197,0.01184026,0.00005386119,0.0002007516,0.000003068799,0.00001378592,0.0006068803,0.000001922963,0.07315891,0.9131455,0.0008108855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01608001,0.0003206587,0.0002011589,0.0001378119,0.0005418485,0.0002094901,0.000155429,0.0001113973,0.9822422],"genre_scores_gemma":[0.04493678,0.01798216,0.004536755,0.0001175053,0.0002107782,0.00002636907,0.0002439152,0.0001802282,0.9317655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8937989,"threshold_uncertainty_score":0.9996978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03129288289536687,"score_gpt":0.2104426730761317,"score_spread":0.1791497901807649,"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."}}