{"id":"W2288073478","doi":"","title":"The Feds are Ready for a Change","year":2009,"lang":"en","type":"article","venue":"The open source business resource","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009212464,0.0002761165,0.0002516775,0.0001020067,0.002123416,0.002192993,0.00159576,0.0001073044,0.00006393158],"category_scores_gemma":[0.0003779392,0.0001697781,0.0000786146,0.001209426,0.0001292699,0.0005801503,0.0002992791,0.0001936913,0.0003785394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003352226,"about_ca_system_score_gemma":0.00002571862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003464976,"about_ca_topic_score_gemma":0.0001476824,"domain_scores_codex":[0.9983602,0.000043887,0.0002928984,0.0003954445,0.0003755263,0.0005320827],"domain_scores_gemma":[0.9982064,0.00027539,0.0004159115,0.0006110418,0.0004695599,0.00002165657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00159524,0.0006813513,0.01820976,0.0004455502,0.0001957792,0.00002359168,0.002745399,0.002826461,0.000229697,0.06168574,0.5104471,0.4009143],"study_design_scores_gemma":[0.0005648257,0.00001340197,0.0475667,0.00006862234,0.00005331505,0.000005550329,0.00172318,0.00168542,0.000002039614,0.0006746714,0.9473727,0.0002695715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09871276,0.004434912,0.01696444,0.6963514,0.002001646,0.01198477,0.00003725729,0.002553543,0.1669593],"genre_scores_gemma":[0.9473605,0.000008408621,0.00004970994,0.02473915,0.005542071,0.0001424869,0.00009837229,0.00009709087,0.02196217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8486478,"threshold_uncertainty_score":0.9991757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0728811049323712,"score_gpt":0.2701412841637013,"score_spread":0.1972601792313301,"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."}}