{"id":"W4409791064","doi":"10.61091/jcmcc127a-470","title":"A Study of Regional Real Estate Market Differences and Convergence under Panel Data Modeling","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Regional Economic and Spatial Analysis","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Panel data; Real estate; Convergence (economics); Econometrics; Economics; Business; Macroeconomics; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001723253,0.0002113772,0.001092617,0.0003049253,0.0001768289,0.0001201297,0.0005601267,0.0001010595,0.00001048523],"category_scores_gemma":[0.0001733765,0.000203869,0.00009857757,0.000218831,0.00009896067,0.0002475146,0.0004332511,0.0002480287,6.918521e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004488429,"about_ca_system_score_gemma":0.00008379866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004397609,"about_ca_topic_score_gemma":0.000008464606,"domain_scores_codex":[0.9975735,0.00005810904,0.001693723,0.0003367283,0.0001418825,0.0001960836],"domain_scores_gemma":[0.9974916,0.0004527251,0.001401547,0.000355093,0.0001982158,0.0001008213],"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":[0.0001411001,0.0009172683,0.01421382,0.0001583301,0.0005977702,0.000007536414,0.001807196,0.0004040197,0.000006227451,0.9806361,0.0001612725,0.0009493954],"study_design_scores_gemma":[0.003174152,0.000416717,0.00325719,0.0001560003,0.0001223604,0.00001382894,0.002566438,0.317298,0.000001852558,0.67265,0.0001205514,0.0002228407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878495,0.0004256662,0.006849831,0.0002151259,0.002562416,0.0001688399,0.000009614056,0.000007825108,0.001911182],"genre_scores_gemma":[0.9976835,0.001437716,0.000612886,0.00001814897,0.0002113219,0.000001108007,0.000001606202,0.00001268407,0.00002106587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.316894,"threshold_uncertainty_score":0.8313535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08669623760964477,"score_gpt":0.2699913963198673,"score_spread":0.1832951587102225,"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."}}