{"id":"W4414750018","doi":"10.17645/mac.10371","title":"Mapping Government Use of Social Media Influencers for Policy Promotion","year":2025,"lang":"en","type":"article","venue":"Media and Communication","topic":"Social Media and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Zürich","keywords":"Influencer marketing; Social media; Variety (cybernetics); Transparency (behavior); Public policy; Digital media; Leverage (statistics); Autonomy; Typology","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":[0.0002544213,0.00004842373,0.0001068579,0.0000499416,0.0003623687,0.00002995499,0.0001563828,0.00009059461,0.000005054546],"category_scores_gemma":[0.002285658,0.00005201825,0.00003288691,0.0002269006,0.00036579,0.0001217012,0.00004674329,0.00006146202,5.113386e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001574658,"about_ca_system_score_gemma":0.0002027891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029212,"about_ca_topic_score_gemma":0.001066026,"domain_scores_codex":[0.9992663,0.0001685269,0.0001619682,0.00006604868,0.0002019527,0.0001352557],"domain_scores_gemma":[0.9984249,0.001225414,0.00009280942,0.0001236588,0.00009257261,0.00004062934],"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":[0.00001495352,0.00005622064,0.01355048,0.00004690383,0.00002285373,3.471146e-8,0.258756,3.720426e-7,0.0005460949,0.6677306,0.001010509,0.05826498],"study_design_scores_gemma":[0.00134796,0.00004430981,0.1595891,0.0002369829,0.00009705943,1.341709e-7,0.1657273,0.0001453608,0.002083001,0.2002637,0.4701483,0.0003168698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9706816,0.0001990202,0.0003405368,0.02468892,0.0003174604,0.0004231142,0.00003661973,0.00003412628,0.003278594],"genre_scores_gemma":[0.9982451,0.0005009942,0.0007094898,0.0001813484,0.0001651376,0.00006114758,0.0000189172,0.000003379658,0.0001144826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4691378,"threshold_uncertainty_score":0.2787084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06755860856171753,"score_gpt":0.3521844224346675,"score_spread":0.2846258138729499,"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."}}