{"id":"W1710068425","doi":"10.3386/w20307","title":"The Micro and Macro of Disappearing Routine Jobs: A Flows Approach","year":2014,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Macro; Micro level; Computer science; Economics; Econometrics; Microeconomics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01875187,0.0002393418,0.0008964201,0.0005200789,0.0002259021,0.0001387474,0.0007233279,0.0003579618,0.00008132834],"category_scores_gemma":[0.002160526,0.0002186731,0.000229215,0.0002020692,0.0004321421,0.0001060458,0.00043237,0.0006917095,0.0000300642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007482088,"about_ca_system_score_gemma":0.0006493065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004248704,"about_ca_topic_score_gemma":0.0003149708,"domain_scores_codex":[0.996661,0.000132245,0.00169762,0.00067898,0.0003709378,0.0004591813],"domain_scores_gemma":[0.9961694,0.001258341,0.001078658,0.0005840822,0.0008099221,0.00009953026],"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":[0.00005114681,0.00007616328,0.02202921,0.0004379874,0.0002663332,4.584736e-7,0.00007323407,0.0001351545,0.00001558589,0.9731744,0.002645707,0.001094612],"study_design_scores_gemma":[0.0006913973,0.00008724523,0.0153889,0.00009901228,0.00001171977,0.0000134756,0.00005643845,0.01229459,0.00002515697,0.9125376,0.0584146,0.0003798294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1177324,0.007883212,0.0002085629,0.0008937983,0.0007751744,0.0008639716,0.001374416,0.00001438974,0.8702541],"genre_scores_gemma":[0.9887334,0.005224667,0.0005217533,0.00001189876,0.0005119437,0.00006557684,0.0002502596,0.0000521436,0.00462832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8710011,"threshold_uncertainty_score":0.8917231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.280619666091756,"score_gpt":0.4378974307257962,"score_spread":0.1572777646340401,"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."}}