{"id":"W2096016028","doi":"10.1002/pa.133","title":"When marketing models clash with democracy","year":2003,"lang":"en","type":"article","venue":"Journal of Public Affairs","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Deliberation; Politics; Democracy; Public opinion; Accountability; Context (archaeology); Product (mathematics); Marketing; Economics; Public relations; Public policy; Consumer choice; Political science; Sociology; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02844047,0.0005841207,0.0008629186,0.002380722,0.007073504,0.01899466,0.001454711,0.008707791,0.02597833],"category_scores_gemma":[0.06917967,0.0006854456,0.0008990772,0.002032776,0.03235905,0.02765032,0.01263339,0.006619022,0.002607187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00873021,"about_ca_system_score_gemma":0.004961887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002015854,"about_ca_topic_score_gemma":0.001675119,"domain_scores_codex":[0.9748734,0.01771521,0.0004575686,0.001992523,0.002365409,0.00259589],"domain_scores_gemma":[0.9456522,0.03455451,0.005321272,0.00800238,0.00316831,0.003301368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002082136,0.00002476609,0.0005691078,0.0000182029,0.00000573408,0.0000627148,0.001709829,0.0005874045,0.00003120613,0.9923118,0.001449644,0.003208825],"study_design_scores_gemma":[0.00001829647,0.00001873075,0.0001904123,0.00003610953,0.000003197694,0.00006455694,0.001603938,0.001784967,0.00005260052,0.9824683,0.0137512,0.000007754331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.09730248,0.00167176,0.07366507,0.1535232,0.0008758822,0.0001814331,0.00007325871,0.0002129774,0.6724939],"genre_scores_gemma":[0.985029,0.0003269865,0.003035373,0.002612934,0.0002540739,0.0001085536,0.00001977183,0.00007942558,0.008533744],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02844047,"threshold_uncertainty_score":0.1504094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068269689738195,"score_gpt":0.1979629064519334,"score_spread":0.1772802095545515,"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."}}