{"id":"W2340483998","doi":"","title":"ABSTRACT Where Do the Brainy Italians Go","year":2008,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Italy: Economic History and Contemporary Issues","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ceteris paribus; Bachelor; Demographic economics; Affect (linguistics); Political science; Geography; Development economics; Sociology; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001568361,0.0001891033,0.0003177493,0.00012086,0.0006418267,0.00007837647,0.0005362438,0.00009955053,0.0008285204],"category_scores_gemma":[0.00004159631,0.0001700843,0.000253786,0.0001167698,0.0001281224,0.0005012963,0.00002697358,0.001320261,0.002548953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007143287,"about_ca_system_score_gemma":0.0005008098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001496793,"about_ca_topic_score_gemma":0.000389363,"domain_scores_codex":[0.9976159,0.00002191008,0.0006263853,0.0003017318,0.00004373517,0.001390347],"domain_scores_gemma":[0.9990762,0.00004159498,0.0004256566,0.0003484814,0.00002423387,0.00008380178],"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":[0.00004094041,0.00009707158,0.02113793,0.000007215277,0.0002861332,0.0000342698,0.00236565,0.00003948273,0.00001513941,0.9591649,0.01391984,0.002891477],"study_design_scores_gemma":[0.0006007314,0.0001443572,0.005768896,0.00001113723,0.000006377014,0.0007342878,0.001696103,0.00002736242,0.00000822731,0.3049874,0.6856645,0.0003506186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7110338,0.09380698,0.000643694,0.004264215,0.0009003422,0.0001810213,0.00002891614,0.00005370505,0.1890874],"genre_scores_gemma":[0.9575207,0.006932416,0.00001369921,0.0002378351,0.0004821128,0.000006995924,0.000002585261,0.00003273827,0.03477092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6717447,"threshold_uncertainty_score":0.9982277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016154562827788,"score_gpt":0.1949589080072193,"score_spread":0.1747973623789414,"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."}}