{"id":"W4415557512","doi":"10.1002/mar.70071","title":"Diversity in Femvertising: An Experimental Investigation","year":2025,"lang":"en","type":"article","venue":"Psychology and Marketing","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Diversity (politics); Perception; Tokenism; Ideology; Optimal distinctiveness theory; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.001363682,0.00004658807,0.00006880571,0.00008124418,0.0009295832,0.00001504379,0.00007964335,0.00007998791,0.000044495],"category_scores_gemma":[0.000236283,0.00005314682,0.00001098783,0.0001433249,0.0002051714,0.0001432258,0.00009494561,0.00008823501,0.000001113138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002859874,"about_ca_system_score_gemma":0.00002860483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003968232,"about_ca_topic_score_gemma":0.0005273239,"domain_scores_codex":[0.99901,0.000476962,0.00009260342,0.0001884164,0.0000666223,0.0001653855],"domain_scores_gemma":[0.99973,0.0001154172,0.00002607026,0.00005959773,0.00001061198,0.0000583348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007890703,0.00004824141,0.9105972,0.00001041598,0.000005167901,0.00000628599,0.05195703,5.4244e-7,0.00365243,0.00311829,0.0004580562,0.03006742],"study_design_scores_gemma":[0.0006617723,0.0000201885,0.9672801,0.0000746857,0.000006553626,0.000001157912,0.02175614,0.00005208229,0.0003637083,0.006263344,0.003391464,0.0001287381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9214993,0.0005074126,0.00007072493,0.0009536771,0.0003886221,0.00006564149,1.662418e-7,0.00002547155,0.07648898],"genre_scores_gemma":[0.9978752,0.00011666,0.0002550276,0.001324927,0.00005129958,0.000002088475,0.000001093499,0.00000177267,0.0003719496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07637588,"threshold_uncertainty_score":0.7149696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0671389127590962,"score_gpt":0.3946204587289201,"score_spread":0.3274815459698239,"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."}}