{"id":"W2585083125","doi":"10.1109/icdm.2016.0134","title":"House Price Modeling over Heterogeneous Regions with Hierarchical Spatial Functional Analysis","year":2016,"lang":"en","type":"article","venue":"","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"House price; Spatial analysis; Feature (linguistics); Cluster analysis; Computation; Regression analysis; Scale (ratio); Value (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000229535,0.0001565044,0.000355213,0.0003608801,0.0001127386,0.00006924634,0.0001340827,0.00009231465,0.001994764],"category_scores_gemma":[0.00003073742,0.0001205885,0.0001973651,0.0002685101,0.00005677254,0.0001999047,0.00005069308,0.00008306193,0.0004925593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265723,"about_ca_system_score_gemma":0.00002692394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004197107,"about_ca_topic_score_gemma":0.0007053611,"domain_scores_codex":[0.9987299,0.00001067885,0.0004236301,0.0004802319,0.00003646213,0.0003190391],"domain_scores_gemma":[0.999266,0.00006688633,0.0001379905,0.0003723538,0.00002392819,0.0001328937],"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":[0.0008719856,0.0005149384,0.5327756,0.00002378047,0.003560124,0.00003403815,0.0003403379,0.2075804,0.0000685065,0.2442116,0.001866281,0.008152313],"study_design_scores_gemma":[0.002184309,0.0001746329,0.02099897,0.00001548345,0.0001717969,0.00002721897,0.00001606428,0.9272202,0.00004273513,0.03240022,0.01572955,0.001018802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3790032,0.00002228342,0.5971575,0.0005441653,0.0001072811,0.00006001506,0.00002348598,0.0000953253,0.02298678],"genre_scores_gemma":[0.9965176,0.0001127011,0.001581526,0.0002255866,0.0001709445,0.000009485392,0.000007048923,0.00004006788,0.001335035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7196398,"threshold_uncertainty_score":0.9989175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03146952937600047,"score_gpt":0.1957523144096469,"score_spread":0.1642827850336464,"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."}}