{"id":"W2166271455","doi":"10.3386/w16045","title":"Decomposition Methods in Economics","year":2010,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Fiscal Policy and Economic Growth","field":"Economics, Econometrics and Finance","cited_by":745,"is_retracted":false,"has_abstract":true,"ca_institutions":"Social Sciences and Humanities Research Council; University of British Columbia","funders":"","keywords":"Decomposition; Economics; Mathematical economics; Mathematics; Microeconomics; Econometrics; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01640976,0.000390886,0.001444381,0.003205094,0.0001277997,0.0001229732,0.001010494,0.001289498,0.001154742],"category_scores_gemma":[0.001593204,0.0005253784,0.0004399767,0.0002668375,0.0003989913,0.0004308705,0.0003150172,0.002113761,0.001269959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003771204,"about_ca_system_score_gemma":0.00172118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004085371,"about_ca_topic_score_gemma":0.001095318,"domain_scores_codex":[0.9950364,0.0001505771,0.002677197,0.001159329,0.0001722031,0.0008042585],"domain_scores_gemma":[0.9963076,0.001221853,0.001204195,0.0006704454,0.0004005038,0.0001953834],"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":[0.00004529537,0.0001207849,0.004053758,0.0001443727,0.0001442421,0.000001676136,0.00008394883,0.0002833076,0.0000444355,0.9716215,0.02071203,0.002744615],"study_design_scores_gemma":[0.0005327141,0.00006190896,0.003843453,0.00004552818,0.00000386059,0.00001697228,0.00001506506,0.001866693,0.0002420565,0.8740157,0.1189528,0.0004032734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006187853,0.0009980014,0.00007279917,0.001008647,0.001504326,0.0005714422,0.0006770731,0.00002018947,0.9889597],"genre_scores_gemma":[0.9424658,0.006188897,0.02478093,0.0002708956,0.006174562,0.0006245856,0.002055291,0.000396805,0.01704222],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9719175,"threshold_uncertainty_score":0.9997584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4510095802167093,"score_gpt":0.5551465955629125,"score_spread":0.1041370153462032,"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."}}