{"id":"W3202105682","doi":"10.2139/ssrn.3890940","title":"Negative Advertising and Product Design","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Advertising; Business","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":[0.002050617,0.0005003494,0.0003132581,0.001274897,0.0007195381,0.003613336,0.0002800174,0.001084957,0.01659555],"category_scores_gemma":[0.00922564,0.0003049736,0.0003249801,0.0005582995,0.00167728,0.001247964,0.0005700106,0.00084444,0.001137718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129228,"about_ca_system_score_gemma":0.0005266846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006951921,"about_ca_topic_score_gemma":0.001131605,"domain_scores_codex":[0.9989619,0.0005687612,0.00004196593,0.0001120616,0.0002434709,0.00007181623],"domain_scores_gemma":[0.9919323,0.005166267,0.001069029,0.0005578914,0.000857165,0.0004172271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002668248,0.002791906,0.1724448,0.0007936018,0.0002693747,0.0007910078,0.003481653,0.004284353,0.02409629,0.478958,0.008206223,0.3012146],"study_design_scores_gemma":[0.0005351703,0.002793804,0.3199683,0.0002826778,0.0006660682,0.00270854,0.002869149,0.01902072,0.007619,0.5800812,0.06327066,0.000184759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6854642,0.003003543,0.01075753,0.002082417,0.0001367265,0.00009833157,0.00008064548,0.00007766688,0.298299],"genre_scores_gemma":[0.9788826,0.0003601892,0.001133631,0.0001695076,0.00005050979,0.00001710781,0.00003384805,0.00001724927,0.01933526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01659555,"threshold_uncertainty_score":0.05551761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01515760613231537,"score_gpt":0.2313036313187198,"score_spread":0.2161460251864044,"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."}}