{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003687652,0.0002557722,0.0001903445,0.001187008,0.002856033,0.007012988,0.0003260162,0.0005600824,0.00501753],"category_scores_gemma":[0.008604175,0.0002235148,0.0002569381,0.0006966196,0.009016465,0.002703572,0.002424164,0.001668444,0.0004006881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001998578,"about_ca_system_score_gemma":0.00106899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197332,"about_ca_topic_score_gemma":0.005392165,"domain_scores_codex":[0.9973635,0.001641697,0.00004443205,0.0002244772,0.0005127706,0.0002131205],"domain_scores_gemma":[0.989857,0.007103961,0.00146492,0.0003830706,0.0007305066,0.0004605461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000997001,0.0004278334,0.09825795,0.000487898,0.0001042618,0.001170928,0.6236953,0.0002077398,0.008789454,0.1565142,0.005740683,0.1036068],"study_design_scores_gemma":[0.00006362613,0.0003930619,0.2610929,0.0009255636,0.0001858119,0.0008021854,0.5699365,0.0007757863,0.007097331,0.04629935,0.1122977,0.0001302141],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7845659,0.001333865,0.0008063558,0.004722012,0.0001463884,0.00001757183,0.00005051422,0.00001649806,0.2083408],"genre_scores_gemma":[0.9965804,0.0003635898,0.0001577727,0.0002734183,0.00005414671,0.000007055482,0.000008302788,0.00001791206,0.002537422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007012988,"threshold_uncertainty_score":0.0195024,"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."}}