{"id":"W7096692696","doi":"","title":"Do educated leaders matter","year":2011,"lang":"en","type":"article","venue":"","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational attainment; Politics; Earnings; Sample (material); Set (abstract data type); Empirical evidence; Quarter (Canadian coin); Empirical research","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":["insufficient_payload"],"category_scores_codex":[0.0001221852,0.00003749684,0.00004581718,0.00001443266,0.0001792132,0.00001995001,0.0001090237,0.00006042084,0.02688522],"category_scores_gemma":[0.0000100354,0.00003171561,0.00003314339,0.000123885,0.0002298905,0.00008898269,0.00001178267,0.00004972407,0.002555781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001714761,"about_ca_system_score_gemma":0.00003664746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004563255,"about_ca_topic_score_gemma":0.0007266665,"domain_scores_codex":[0.9995366,0.00003917037,0.00005211059,0.00008308789,0.00009837093,0.0001906772],"domain_scores_gemma":[0.9998224,0.00001781747,0.00001306698,0.00005228825,0.00002363738,0.00007083145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001023398,0.00007868786,0.04615414,0.000002059982,0.00001578918,0.000002302126,0.4183252,4.575483e-8,0.0000125379,0.1050548,0.4229401,0.007404134],"study_design_scores_gemma":[0.0002564962,0.00004919184,0.1219659,0.00001322791,0.00002264684,7.609244e-7,0.572374,0.000001521945,0.0002737116,0.07323667,0.2313116,0.0004941236],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1935304,0.00006446258,0.00001350358,0.001285577,0.0004344374,0.00004979605,1.490417e-7,0.000058161,0.8045635],"genre_scores_gemma":[0.9621629,0.00001811074,0.0001238741,0.001406933,0.0002917785,0.000004414303,4.268331e-7,0.000004195587,0.03598737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7686325,"threshold_uncertainty_score":0.9982209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053789076766431,"score_gpt":0.3230274238966802,"score_spread":0.2176485162200371,"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."}}