{"id":"W348313789","doi":"","title":"Global Alphabet Soup: Internationally Recognized Professional Designations in Finance","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Organizational Management and Leadership","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Promotion (chess); Globalization; Finance; Business; Advice (programming); Public relations; Accounting; Political science; Computer science; Law","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":[0.001675785,0.0001560864,0.0001336208,0.0002800473,0.0002040555,0.0001394433,0.0003267271,0.00006525212,0.0002927807],"category_scores_gemma":[0.0002134419,0.0001468228,0.00006527596,0.0007994373,0.00002849399,0.001987034,0.00008275149,0.0005830448,0.0003649248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006085543,"about_ca_system_score_gemma":0.000348069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004516467,"about_ca_topic_score_gemma":0.0007050823,"domain_scores_codex":[0.9976719,0.00002979966,0.0003176031,0.000158756,0.0003839767,0.001437956],"domain_scores_gemma":[0.9994707,0.00003660634,0.00023375,0.00008132181,0.0001654087,0.00001223033],"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":[0.00004094092,0.0001865693,0.2015802,0.00001044429,0.00004365321,0.000001374824,0.00003219727,0.00007627914,0.00001649536,0.7922999,0.001740801,0.003971169],"study_design_scores_gemma":[0.00221628,0.00002154437,0.2963136,0.0000897596,0.00006322091,0.00004073018,0.001535294,0.001001581,0.000005194533,0.663828,0.03442387,0.0004608963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9229113,0.002699415,0.02296285,0.02014131,0.003222889,0.000651511,0.000004716582,0.0001703745,0.02723563],"genre_scores_gemma":[0.9934207,0.0001109985,0.0001918176,0.00130519,0.002190085,0.00001211726,0.0000337189,0.00002073383,0.00271465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1284719,"threshold_uncertainty_score":0.5987261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682474426849831,"score_gpt":0.2438696117130188,"score_spread":0.2270448674445205,"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."}}