{"id":"W2072169783","doi":"10.1016/j.whi.2008.07.004","title":"Representations of Cosmetic Surgery and Emotional Health in Women's Magazines in Canada","year":2008,"lang":"en","type":"article","venue":"Women s Health Issues","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicalization; Demographics; Physical attractiveness; Medicine; Content analysis; Emotional health; Attractiveness; Psychology; Advertising; Mental health; Psychiatry; Social science; Sociology; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000585858,0.0001161128,0.0005438846,0.0002629048,0.000105693,0.000003343127,0.0000583151,0.00002565016,0.0003004034],"category_scores_gemma":[0.00006984828,0.0001189633,0.0000141698,0.0004180989,0.000108443,0.00005756369,0.00003133854,0.0001220396,0.000008632379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007115754,"about_ca_system_score_gemma":0.00156414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8030245,"about_ca_topic_score_gemma":0.6321676,"domain_scores_codex":[0.998064,0.0002623237,0.000641649,0.0002661405,0.0001653485,0.000600549],"domain_scores_gemma":[0.9990931,0.0003297552,0.0001819515,0.0001904955,0.00003831462,0.0001663407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009226272,0.0001791973,0.8672609,0.0002185884,0.00002574457,0.00007161461,0.04924889,0.000007038445,0.000001973882,0.0003236604,0.07608281,0.006487356],"study_design_scores_gemma":[0.0004559406,0.0000789798,0.97695,0.00006460496,3.574167e-7,0.00002160134,0.01338643,0.00000384549,0.000001135954,0.0003896795,0.008561343,0.00008602947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971265,0.007094704,0.00000275528,0.02063342,0.0002405231,0.0002263127,0.00004250755,0.00001165172,0.0004830913],"genre_scores_gemma":[0.9921355,0.00333483,0.0001308089,0.003387137,0.00005023197,0.0001253066,0.00001126957,0.00001186404,0.0008130188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1708569,"threshold_uncertainty_score":0.4851183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04195658251088505,"score_gpt":0.3446570020672692,"score_spread":0.3027004195563842,"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."}}