{"id":"W2611654768","doi":"10.2139/ssrn.2943160","title":"Technical Change and Labor Market in Mexico: The Shape of Occupation and Qualification for a Better Assessment","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Employment, Labor, and Gender Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bureau de Coopération Interuniversitaire","funders":"","keywords":"Technical change; Labour economics; Business; Economics; Economic growth; Productivity","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":[0.003253852,0.00005564378,0.0001010729,0.00003605086,0.0007542132,0.00007478644,0.0001509502,0.00004455933,0.000005519413],"category_scores_gemma":[0.0001597149,0.0000395698,0.00002147413,0.00004261644,0.0001694123,0.0001823882,0.00003138451,0.0002437269,1.011806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001469907,"about_ca_system_score_gemma":0.0002911665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003908231,"about_ca_topic_score_gemma":0.02556057,"domain_scores_codex":[0.9990016,0.0001213076,0.0001471484,0.0001023069,0.0001564945,0.0004711068],"domain_scores_gemma":[0.9995102,0.0001032521,0.0001955333,0.00009570573,0.00007190841,0.00002339295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003717551,0.0000431776,0.7450837,0.00001069657,0.0000391419,1.474705e-7,0.005753648,4.329479e-8,0.0001120145,0.1975601,0.0002113827,0.05114865],"study_design_scores_gemma":[0.000420693,0.000120522,0.8837245,0.00001675629,0.00002195035,0.000002325943,0.007404991,0.00005402143,0.00001172849,0.1058582,0.002302559,0.00006171549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9497318,0.003254178,0.0009391059,0.04404204,0.0001083711,0.0005860811,0.00001087109,0.000008834565,0.001318735],"genre_scores_gemma":[0.9893265,0.01006611,0.000148039,0.0001361473,0.0001453644,0.00004053712,6.821718e-7,0.000004102852,0.0001324619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1386407,"threshold_uncertainty_score":0.9922204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06123309626202726,"score_gpt":0.3945147256760926,"score_spread":0.3332816294140653,"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."}}