{"id":"W4414031391","doi":"10.23987/sts.149512","title":"Transforming Excellence?","year":2025,"lang":"en","type":"article","venue":"Science & Technology Studies","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Austrian Science Fund; Fondazione Telethon; Wellcome Trust; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Michael Smith Health Research BC; National Science Foundation","keywords":"Excellence; Political science; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003901944,0.00008599235,0.0001163645,0.001281001,0.0008778804,0.0000701636,0.000411049,0.00004756591,0.00001693238],"category_scores_gemma":[0.000860301,0.00007251166,0.00001821219,0.005230332,0.001562231,0.0004975699,0.0001691734,0.0001357925,0.0001451523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003436702,"about_ca_system_score_gemma":0.00005138814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001011573,"about_ca_topic_score_gemma":0.00001283277,"domain_scores_codex":[0.9991949,0.000001532911,0.0001151706,0.0002632341,0.0001592331,0.0002659454],"domain_scores_gemma":[0.9995356,0.0000243009,0.0000426422,0.000141281,0.0002532301,0.000002923588],"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":[0.000003574942,0.00002628745,0.06801371,0.00008746051,0.00002611342,0.000004145732,0.0002242527,0.00002772368,0.004347702,0.9039292,0.002588107,0.02072167],"study_design_scores_gemma":[0.0006758245,0.00002855115,0.01215999,0.0004102722,0.0001136216,0.000005147219,0.06412849,0.0004316213,0.01361516,0.283881,0.6239164,0.0006339239],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6650776,0.004321439,0.002584987,0.2012921,0.002017994,0.0003689039,3.876881e-7,0.001844582,0.1224921],"genre_scores_gemma":[0.9966056,0.00002989471,0.0002226626,0.001335138,0.00007331616,0.00001032971,2.632307e-7,0.000004043482,0.001718701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6213283,"threshold_uncertainty_score":0.6752036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638201560851929,"score_gpt":0.2826890091423734,"score_spread":0.2563069935338542,"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."}}