{"id":"W2072459589","doi":"10.3138/sem.50.2.142","title":"Unravelling the “Ponzi Scheme”? A Different Approach to Graduate Education in German Studies","year":2014,"lang":"en","type":"article","venue":"Seminar A Journal of Germanic Studies","topic":"Political Science Research and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"German; Scheme (mathematics); Political science; Mathematics education; Psychology; Mathematics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004012045,0.0001115068,0.0002814866,0.0001803045,0.0005443644,0.00006695754,0.0004085616,0.00002978504,0.00000560642],"category_scores_gemma":[0.003865961,0.00006531945,0.00007928703,0.000444552,0.0004215341,0.0001968576,0.00009194366,0.0002548758,0.00001896153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005665523,"about_ca_system_score_gemma":0.0004931992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001644212,"about_ca_topic_score_gemma":0.0001888633,"domain_scores_codex":[0.9977023,0.0004147851,0.0003690054,0.0001473989,0.0007112768,0.0006552535],"domain_scores_gemma":[0.9982416,0.0007050704,0.0001614643,0.0001282736,0.0004822658,0.0002812944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009889653,0.001229185,0.006407711,0.0002426759,0.0004002755,0.000007971786,0.6459364,0.00003253862,0.001620362,0.1380979,0.03294451,0.1729817],"study_design_scores_gemma":[0.0006711175,0.0006623532,0.1038329,0.001386812,0.0001245214,0.00007539259,0.7175388,0.0003063221,0.001051052,0.09125708,0.0824465,0.0006471546],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740396,0.004646058,0.0001514982,0.01423371,0.0006470732,0.0002278693,2.871087e-7,0.000007315016,0.006046603],"genre_scores_gemma":[0.9939856,0.003571606,0.0003419307,0.0003361484,0.0008377696,0.00002169823,2.223697e-7,0.000005140374,0.0008998687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1723345,"threshold_uncertainty_score":0.4628196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1636845743335942,"score_gpt":0.4863717785729925,"score_spread":0.3226872042393983,"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."}}