{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001465685,0.0001457316,0.0002115304,0.0003291404,0.0002479148,0.0003961081,0.0002470711,0.00003345952,0.0009174184],"category_scores_gemma":[0.0004715234,0.0001057899,0.00007111378,0.0004869086,0.00004280564,0.002734214,0.0000895699,0.0001401363,0.00003910122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914492,"about_ca_system_score_gemma":0.00004249102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004803109,"about_ca_topic_score_gemma":0.00002509512,"domain_scores_codex":[0.9987365,0.00002981317,0.0003563305,0.0001252667,0.0004944226,0.0002576617],"domain_scores_gemma":[0.9986525,0.00006435657,0.0005598211,0.0001031273,0.0005972977,0.00002292687],"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":[0.00006624943,0.0002144555,0.1534934,0.0001748667,0.0004470511,0.00006899834,0.000130109,0.001265705,0.00002514879,0.6623911,0.177335,0.004388017],"study_design_scores_gemma":[0.003017055,0.00006140381,0.02169337,0.000210915,0.000348987,0.00004748228,0.0087729,0.004072085,0.00001603661,0.1969522,0.7640412,0.000766406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03516243,0.0006776425,0.07781357,0.01342969,0.0005156949,0.0002212962,5.27312e-7,0.00008543888,0.8720937],"genre_scores_gemma":[0.9923521,0.0000295259,0.004957679,0.0005015879,0.0005329538,0.000001300751,0.000001812313,0.00002698877,0.001596005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9571897,"threshold_uncertainty_score":0.9999959,"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."}}