{"id":"W352683167","doi":"10.5860/choice.40-2421","title":"Civil servants and their constitutions","year":2002,"lang":"en","type":"article","venue":"Choice Reviews Online","topic":"Legal principles and applications","field":"Social Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil servants; Political science; Law; History; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.000245828,0.00007382694,0.0001585108,0.00001676697,0.0004592294,0.00003999534,0.0001442717,0.00003946257,0.0004926753],"category_scores_gemma":[0.0002978767,0.00005409688,0.00004814763,0.0002134845,0.0002248183,0.0001277963,0.00003510939,0.00009344525,0.0001848971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002386696,"about_ca_system_score_gemma":0.00002454397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003591077,"about_ca_topic_score_gemma":0.007637755,"domain_scores_codex":[0.9993855,0.00007060298,0.0001761906,0.0001467747,0.00006377868,0.0001571844],"domain_scores_gemma":[0.9995114,0.00009145519,0.00006301449,0.000179805,0.00003696973,0.000117416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[7.087878e-7,0.0005878077,0.005903792,0.0001670143,0.00002587191,0.000001402925,0.005464224,0.000002539939,0.0003119915,0.2106064,0.0373476,0.7395806],"study_design_scores_gemma":[0.00006400781,0.00000349015,0.0006759399,0.00006189099,0.000008415133,8.869284e-7,0.0001388795,0.00009989676,0.000002583628,0.000259134,0.9986153,0.00006963426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09375413,0.3276988,0.001728097,0.08250283,0.000576425,0.003474426,0.0005869484,0.0004824037,0.489196],"genre_scores_gemma":[0.6244381,0.3535357,0.002541414,0.00367676,0.001457657,0.0001126331,0.00004360333,0.0000169147,0.01417726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9612677,"threshold_uncertainty_score":0.5394449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336717964290577,"score_gpt":0.3676040947423057,"score_spread":0.233932298313248,"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."}}