{"id":"W4408037603","doi":"10.1080/15295036.2025.2463409","title":"“This is real beauty”: pushing the boundaries of aesthetic citizenship online","year":2025,"lang":"en","type":"article","venue":"Critical Studies in Media Communication","topic":"Gender, Feminism, and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Beauty; Citizenship; Aesthetics; Sociology; Advertising; Media studies; Art; Business; Political science; Politics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005825455,0.0002483506,0.0002837327,0.001874119,0.00867446,0.01182247,0.0007970121,0.001416378,0.01101694],"category_scores_gemma":[0.01601459,0.0002388205,0.0002163299,0.001144786,0.01934471,0.01234181,0.007489444,0.002540277,0.00065704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001905611,"about_ca_system_score_gemma":0.001434265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689903,"about_ca_topic_score_gemma":0.004200824,"domain_scores_codex":[0.9954271,0.003055321,0.00009890566,0.0003078721,0.0005884221,0.0005223579],"domain_scores_gemma":[0.9867882,0.008849523,0.001423869,0.001267674,0.000741196,0.0009295533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001194168,0.00008479921,0.02550444,0.0001336911,0.00001186977,0.0006229189,0.690351,0.00006686944,0.001179553,0.2091379,0.00618944,0.06659809],"study_design_scores_gemma":[0.000009931523,0.00005484381,0.01642218,0.0004283162,0.00001395519,0.000501916,0.7981502,0.0003135631,0.0008669255,0.04918935,0.1340151,0.00003372066],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7821586,0.0008635495,0.004482893,0.01769331,0.0002229308,0.00003690591,0.0000658256,0.0000346896,0.1944413],"genre_scores_gemma":[0.9946884,0.00019737,0.0004912319,0.0009791311,0.00007373146,0.00001625919,0.00001665175,0.00002603067,0.003511209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182247,"threshold_uncertainty_score":0.03685534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375252586701323,"score_gpt":0.4525452683699925,"score_spread":0.3150200096998602,"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."}}