{"id":"W7067819041","doi":"","title":"Modeling the Housing Market’s Decline: How Much, How Fast, and What People Value","year":2008,"lang":"en","type":"article","venue":"Scholarly Commons (University of the Pacific)","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Real estate; Value (mathematics); Falling (accident); Hedonic regression; House price; Market value; Affect (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009127167,0.0001783358,0.0003819506,0.0001740411,0.001472999,0.0007729706,0.0008078779,0.0001368919,0.0000441654],"category_scores_gemma":[0.0001053789,0.0001765005,0.0002194615,0.0003286888,0.000265368,0.003316344,0.0005930003,0.0004536499,0.00001914725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100779,"about_ca_system_score_gemma":0.00003933462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000613953,"about_ca_topic_score_gemma":0.00100234,"domain_scores_codex":[0.9990136,0.00009208852,0.000172993,0.0003479452,0.0000667742,0.000306593],"domain_scores_gemma":[0.9987357,0.0001137456,0.0002649084,0.000731368,0.00005986018,0.00009440872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004997674,0.0004922327,0.8320454,0.0002146824,0.0008277,0.00004459438,0.04881167,0.009462786,0.0002215352,0.05327816,0.02228098,0.03182055],"study_design_scores_gemma":[0.002560569,0.0001070461,0.09951122,0.0001811058,0.0001298614,0.0001141173,0.09364078,0.7223957,0.00003705865,0.02622317,0.05375313,0.001346196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488576,0.0008698119,0.006732922,0.0256634,0.0004703375,0.0002019956,0.00004220543,0.00003925581,0.01712247],"genre_scores_gemma":[0.994082,0.003052879,0.001070996,0.00009962872,0.00004665371,3.770747e-7,0.000003206017,0.00002391683,0.001620294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7325341,"threshold_uncertainty_score":0.999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03081942006576176,"score_gpt":0.172484329021951,"score_spread":0.1416649089561892,"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."}}