{"id":"W4378214348","doi":"10.32920/23159861","title":"Am I Pretty? The Influence of Mainstream Media on Beauty Ideals","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Toronto Metropolitan University","funders":"","keywords":"Beauty; Mainstream; Aesthetics; Perspective (graphical); Advertising; Sociology; Art; Political science; Visual arts; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001796189,0.0001925736,0.0003155807,0.00009276019,0.0002951769,0.00007342079,0.0009026138,0.0003034675,0.00017333],"category_scores_gemma":[0.002226307,0.0001310506,0.0001540453,0.0002522747,0.0005497938,0.0000629359,0.0003884678,0.0004849705,0.0001030215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083288,"about_ca_system_score_gemma":0.0006862839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008156043,"about_ca_topic_score_gemma":0.0055438,"domain_scores_codex":[0.9974142,0.0003251694,0.0004039375,0.0004102299,0.001007625,0.0004388709],"domain_scores_gemma":[0.9977738,0.001110755,0.0002603315,0.0005660103,0.0001219885,0.0001670906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007246032,0.0003132389,0.04537556,0.0007804165,0.0004646855,0.0000599964,0.567473,0.0273932,0.0008297194,0.2478012,0.04256839,0.06686816],"study_design_scores_gemma":[0.0007955533,0.0001410264,0.4569231,0.002928404,0.0002584,0.000001498366,0.101683,0.000317037,0.003828224,0.3998824,0.03137428,0.00186704],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8998476,0.0001192112,0.0000889879,0.00372382,0.001839241,0.0006430373,0.00004378308,0.0002232852,0.09347109],"genre_scores_gemma":[0.9925894,0.0009986801,0.0002132884,0.0006250186,0.0006436088,0.00003515194,0.00001423815,0.00002071427,0.004859941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.46579,"threshold_uncertainty_score":0.9984487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07158632734146327,"score_gpt":0.3503053305285938,"score_spread":0.2787190031871305,"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."}}