{"id":"W2467546757","doi":"10.1177/1940161216658156","title":"Book Review: <i>Brand Command: Canadian Politics and Democracy in the Age of Message Control</i> MarlandAlexBrand Command: Canadian Politics and Democracy in the Age of Message Control. Vancouver: University of British Columbia Press, 2016. 528 pp. $39.95 (hardcover). ISBN 9780774832038.","year":2016,"lang":"en","type":"article","venue":"The International Journal of Press/Politics","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Democracy; Politics; Control (management); Political science; Advertising; Computer science; Business; Law; Artificial intelligence","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":[0.001967487,0.0002193013,0.0007805157,0.0001138698,0.0004621086,0.0001697871,0.001564349,0.0002054619,0.0001272687],"category_scores_gemma":[0.001067901,0.0001803434,0.0001942345,0.000126374,0.001808755,0.0004138459,0.00008785157,0.0005135678,5.654537e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004055196,"about_ca_system_score_gemma":0.001519239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9389048,"about_ca_topic_score_gemma":0.9493178,"domain_scores_codex":[0.9956487,0.001378797,0.0009607043,0.0001907647,0.001072743,0.0007482858],"domain_scores_gemma":[0.9943117,0.003530198,0.0007418191,0.0003315664,0.0006818172,0.0004028968],"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":[0.0001029741,0.0002148401,0.06006742,0.0003203119,0.0005166784,0.0008247101,0.01497052,0.00001094498,0.00004701555,0.01913548,0.9034086,0.0003804698],"study_design_scores_gemma":[0.005565827,0.0001080174,0.02325059,0.00168029,0.0004665257,0.00009924222,0.004995306,0.00002732566,0.00001858972,0.01733467,0.9461607,0.0002929318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.639292,0.1933056,0.0002389784,0.1030595,0.003099476,0.004491596,0.02030863,0.0000298398,0.03617438],"genre_scores_gemma":[0.9215751,0.06240638,0.00002613401,0.01389986,0.0003566969,0.000003462739,0.00001472652,0.00002224861,0.001695387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2822831,"threshold_uncertainty_score":0.7354189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008891857317264015,"score_gpt":0.2387548818005782,"score_spread":0.2298630244833142,"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."}}