{"id":"W2288543060","doi":"10.2469/cfm.v27.n1.11","title":"A Truly Global Service","year":2016,"lang":"en","type":"article","venue":"CFA Magazine","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Business; Computer science; Marketing","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":[0.0002804752,0.00004952672,0.00006393634,0.000009804354,0.000130127,0.00002539104,0.0001688052,0.00004475577,0.003568618],"category_scores_gemma":[0.0001778467,0.00003423517,0.00002690583,0.0002928997,0.0001026843,0.000115443,0.00002005267,0.00002106582,0.005679779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001388605,"about_ca_system_score_gemma":0.0001842904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005528215,"about_ca_topic_score_gemma":0.004482039,"domain_scores_codex":[0.999322,0.00008410254,0.00009121415,0.0001418988,0.0001631684,0.0001976093],"domain_scores_gemma":[0.9995074,0.00004865354,0.00002333594,0.0001659091,0.0001140729,0.0001405845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003646444,0.0002835815,0.5273455,0.00002087178,0.00001825496,0.00000342775,0.008080092,2.768206e-7,0.001046398,0.1399336,0.2156534,0.1075781],"study_design_scores_gemma":[0.0001487516,0.000006477616,0.2198744,0.000005993315,0.000002889318,3.222183e-7,0.00007018806,1.473511e-7,0.00001203695,0.007864888,0.7719539,0.0000600639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6077806,0.00004229175,0.0002841095,0.1110332,0.0008807716,0.0001377427,0.00001667514,0.0001976804,0.2796269],"genre_scores_gemma":[0.9755918,0.0000122528,0.0003682254,0.001666671,0.0003645491,0.000008946677,0.000001095204,0.000003622933,0.02198279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5563005,"threshold_uncertainty_score":0.9973422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337567824023906,"score_gpt":0.348839143548353,"score_spread":0.3154634653081139,"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."}}