{"id":"W3160075133","doi":"","title":"부동산 경제활동에 있어 주택시장의 거시적 분석과 그 과제","year":2008,"lang":"ko","type":"article","venue":"부동산학보","topic":"Advanced Statistical Modeling Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"House price; Real estate; Quarter (Canadian coin); Enforcement; Government (linguistics); Economics; Market research; Business; Finance; Political science; Marketing; Econometrics; Law; Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002882799,0.0004342503,0.0004897312,0.0001531162,0.0004679665,0.0001253251,0.001646235,0.0002403019,0.0001755929],"category_scores_gemma":[0.0004261321,0.0004448197,0.0001576312,0.0005804982,0.0004179476,0.000579506,0.0007548761,0.0005999788,0.001062117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001564898,"about_ca_system_score_gemma":0.0002188538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001619415,"about_ca_topic_score_gemma":0.00001282217,"domain_scores_codex":[0.9965739,0.0001365755,0.0006218234,0.001041712,0.0007159543,0.0009100235],"domain_scores_gemma":[0.9973285,0.0003597244,0.0001874342,0.001491763,0.0002549972,0.0003776301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008327779,0.0008374015,0.001941645,0.0001747101,0.0001018927,0.002258211,0.003632672,0.001441031,0.002184237,0.6739983,0.07575241,0.2375942],"study_design_scores_gemma":[0.0011148,0.0009891018,0.00624278,0.0003832293,0.00005942178,0.0006131354,0.00002553388,0.5092056,0.007643388,0.3861119,0.08544066,0.002170445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005647087,0.0006095099,0.9846074,0.001650007,0.0007751573,0.0003280775,0.00004414716,0.001048926,0.005289701],"genre_scores_gemma":[0.4633867,0.0003287986,0.5330458,0.001108185,0.0002513694,0.00002606217,0.00000614321,0.00004194555,0.001805063],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5077646,"threshold_uncertainty_score":0.9998004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05095803603584781,"score_gpt":0.306345563574167,"score_spread":0.2553875275383192,"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."}}