{"id":"W4225347805","doi":"10.2139/ssrn.4092368","title":"Regional Specialization: From the Geography of Industries to the Geography of Jobs","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regional Development and Policy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Economic geography; Regional geography; Geography; Human geography; Regional science; Agricultural geography; Urban geography; Development geography; Historical geography; Engineering; Urban planning; Civil engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002173682,0.00008651177,0.0001328606,0.0001454685,0.001379619,0.00003774147,0.0008102506,0.0000408776,0.000312338],"category_scores_gemma":[0.0000911837,0.00005645299,0.0001616547,0.001278156,0.0003106104,0.00008930302,0.00008622428,0.0008018187,0.000003196875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622542,"about_ca_system_score_gemma":0.003008448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003968719,"about_ca_topic_score_gemma":0.00327521,"domain_scores_codex":[0.997552,0.000412089,0.0002833439,0.0001087532,0.000886444,0.0007573171],"domain_scores_gemma":[0.9991749,0.0002276407,0.0002650361,0.0001347129,0.0001433958,0.00005429376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007966755,0.00004877996,0.3509768,7.94908e-7,0.0002517162,5.486531e-7,0.006842044,0.0001159773,0.000008290415,0.6063403,0.02641863,0.008916403],"study_design_scores_gemma":[0.0001891006,0.0001063415,0.1670905,0.000008960658,0.00002704259,0.000008188237,0.01173407,8.336729e-7,0.0000139015,0.2049601,0.6157672,0.00009369456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624539,0.006865574,0.0004578446,0.1188045,0.0008349198,0.0004669418,0.00004666608,0.00002110709,0.01004852],"genre_scores_gemma":[0.9933088,0.003981186,0.00002334644,0.0009597673,0.001191085,0.00001305068,0.00001165476,0.000008618366,0.0005024314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5893486,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02094595135004737,"score_gpt":0.2719819234046345,"score_spread":0.2510359720545871,"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."}}