{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01973893,0.0005106778,0.0006830411,0.00168071,0.008174322,0.02360516,0.001365378,0.004724063,0.006739449],"category_scores_gemma":[0.02748138,0.0001924037,0.0005107355,0.002086201,0.05039021,0.02461499,0.01235885,0.007037479,0.002648686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009565677,"about_ca_system_score_gemma":0.01202352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002034734,"about_ca_topic_score_gemma":0.001726166,"domain_scores_codex":[0.9729726,0.01749055,0.0006308882,0.002110863,0.004079064,0.00271602],"domain_scores_gemma":[0.9855264,0.004822974,0.001425428,0.002673832,0.002754203,0.002797127],"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":[0.00001191063,0.00001402171,0.0004086871,0.00004351512,0.000004796833,0.00003463255,0.006288782,0.00007178625,0.0000562087,0.9699176,0.009017371,0.01413065],"study_design_scores_gemma":[0.00001111214,0.00003400812,0.000479169,0.0001704345,0.000006174049,0.0001095518,0.009042346,0.0001825799,0.0002200241,0.7566867,0.2330425,0.00001546096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03063476,0.01173043,0.01984562,0.4095434,0.003055065,0.00005685247,0.00004830394,0.0002333763,0.5248522],"genre_scores_gemma":[0.9348903,0.00396498,0.006869943,0.02352322,0.001157137,0.00009500264,0.00004443297,0.0001557285,0.02929929],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9918257,"threshold_uncertainty_score":0.1043907,"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."}}