{"id":"W2113416975","doi":"10.1162/qjec.2010.125.1.129","title":"The Role of the Structural Transformation in Aggregate Productivity<sup>*</sup>","year":2010,"lang":"en","type":"article","venue":"The Quarterly Journal of Economics","topic":"Economic Theory and Policy","field":"Economics, Econometrics and Finance","cited_by":505,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Productivity; Aggregate (composite); Library science; Transformation (genetics); Economics; Regional science; Sociology; Computer science; Chemistry; Economic growth","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":[],"consensus_categories":[],"category_scores_codex":[0.002142017,0.000140013,0.0003478038,0.0001159999,0.0002026892,0.00009436814,0.0008480112,0.00008226011,0.00004841789],"category_scores_gemma":[0.00006202608,0.0000864602,0.0002368233,0.0001000751,0.0002406063,0.0005837999,0.00001906791,0.0005737749,0.00003077492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005937133,"about_ca_system_score_gemma":0.00005966576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001057002,"about_ca_topic_score_gemma":0.0004944456,"domain_scores_codex":[0.9983702,0.00006765906,0.001182168,0.0001256064,0.00001381327,0.0002406008],"domain_scores_gemma":[0.997897,0.0002016102,0.001337945,0.0004843216,0.00003345923,0.00004565324],"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":[0.0001166274,0.00002676664,0.006840208,0.00000837412,0.00007383834,1.982177e-7,0.01547749,0.002848668,0.0001323583,0.9479535,0.00002160546,0.02650034],"study_design_scores_gemma":[0.0006850184,0.0001580239,0.008798933,0.00001362452,0.00001174932,0.00009473446,0.002293208,0.007508294,0.001263914,0.9636762,0.01533581,0.0001605413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922493,0.0004377322,0.000009365668,0.002954004,0.0007663558,0.0001924703,0.0000444249,0.000002892108,0.00334351],"genre_scores_gemma":[0.9992976,0.00009312573,0.00003100221,0.00006794894,0.0003818716,0.000003493699,6.576582e-7,0.00001513597,0.000109195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0263398,"threshold_uncertainty_score":0.3525744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009130646654941347,"score_gpt":0.1975963961284556,"score_spread":0.1884657494735143,"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."}}