{"id":"W4311350542","doi":"10.3390/jrfm15120601","title":"Hedonic Models of Real Estate Prices: GAM Models; Environmental and Sex-Offender-Proximity Factors","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generalized additive model; Generalized linear model; Econometrics; Residence; Variance (accounting); Contrast (vision); Real estate; Explained variation; Geography; Mathematics; Economics; Statistics; Computer science; Demographic economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005013069,0.00112799,0.0009797562,0.001581295,0.0004217313,0.001986651,0.00191322,0.00103283,0.004247914],"category_scores_gemma":[0.01578744,0.0003894011,0.001422268,0.002268407,0.0008251962,0.001680733,0.001262081,0.00135927,0.0006058124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009931414,"about_ca_system_score_gemma":0.0006551828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0191504,"about_ca_topic_score_gemma":0.0227891,"domain_scores_codex":[0.998396,0.001093745,0.00004100903,0.0001905909,0.0001239322,0.0001547682],"domain_scores_gemma":[0.9920267,0.006073426,0.0007790884,0.0004246039,0.0005013868,0.0001946596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005274995,0.0004811727,0.1429143,0.000175605,0.0004661311,0.0005028374,0.0007508077,0.7572015,0.0005340968,0.04740475,0.001808838,0.04723241],"study_design_scores_gemma":[0.00001639872,0.00009716725,0.01103026,0.00002274361,0.00003434773,0.00005470173,0.0001945519,0.9744845,0.00009275974,0.01341654,0.0005298343,0.00002622301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8664446,0.0005391538,0.1251288,0.0006370445,0.00004175607,0.0001610272,0.0008517373,0.000225942,0.005969932],"genre_scores_gemma":[0.982168,0.0002230809,0.01492506,0.00004495397,0.00001465327,0.00008695858,0.0004065564,0.00002031716,0.002110584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0191504,"threshold_uncertainty_score":0.03807789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260363092842069,"score_gpt":0.1823647733558137,"score_spread":0.159761142427393,"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."}}