{"id":"W2894587664","doi":"10.1177/0020852318780452","title":"Public servants, anonymity, and political activity online: bureaucratic neutrality in peril?","year":2018,"lang":"en","type":"article","venue":"International Review of Administrative Sciences","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Politics; Public sector; Bureaucracy; Neutrality; Anonymity; Reputation; Public administration; Survey data collection; Social media; Corporate governance; Public relations; Political science; Sociology; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008710557,0.0001643603,0.0003595374,0.001668033,0.004037111,0.008700701,0.0008877601,0.00136525,0.006669285],"category_scores_gemma":[0.02299909,0.0002117161,0.0003697863,0.002154774,0.01487045,0.006398462,0.002994851,0.002835144,0.0004030548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007029793,"about_ca_system_score_gemma":0.009621363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07621762,"about_ca_topic_score_gemma":0.08701821,"domain_scores_codex":[0.992389,0.00341445,0.000260893,0.0004989516,0.001874224,0.001562412],"domain_scores_gemma":[0.9730062,0.01078842,0.008223163,0.001328829,0.002598986,0.004054327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002155408,0.000457996,0.4919446,0.0003528155,0.000126,0.0003259975,0.09692939,0.000267936,0.0004127105,0.2571044,0.006846205,0.1450165],"study_design_scores_gemma":[0.00004570742,0.0001583409,0.6436173,0.001433203,0.0001308264,0.0003733416,0.2041712,0.0009727542,0.0005389362,0.09204312,0.05641065,0.0001046982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.819735,0.005518881,0.002974143,0.09295385,0.0002563437,0.00004118738,0.0001301528,0.00002230552,0.07836828],"genre_scores_gemma":[0.996989,0.0007972374,0.0001046602,0.001072616,0.00007215935,0.000005970915,0.0000123301,0.000004243674,0.0009418703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07621762,"threshold_uncertainty_score":0.151548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3243970464344658,"score_gpt":0.5438217841841329,"score_spread":0.219424737749667,"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."}}