{"id":"W4416191408","doi":"10.1093/asjof/ojaf127","title":"Perceptions About Aging and Aesthetics: A Global Study of Adults Aged 50 to 80 Years","year":2025,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal Open Forum","topic":"Aging and Gerontology Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"AbbVie Canada; AbbVie","keywords":"Perception; Population ageing; Quality of life (healthcare); Affect (linguistics); Healthy aging","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":[0.001152974,0.0001991985,0.0002931072,0.000789389,0.0005356611,0.0005964845,0.00016043,0.0005183331,0.001893785],"category_scores_gemma":[0.002046171,0.0002277623,0.0004052675,0.0008487967,0.0003311751,0.001153867,0.0008553916,0.0005957223,0.000319025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002422961,"about_ca_system_score_gemma":0.0002880388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00563176,"about_ca_topic_score_gemma":0.0105781,"domain_scores_codex":[0.9996332,0.00009870206,0.00005628231,0.00005039526,0.00009126803,0.00007016574],"domain_scores_gemma":[0.9988374,0.0001698723,0.0004808728,0.00004041282,0.0002030495,0.0002684334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004168087,0.00007481023,0.9873926,0.00007505254,0.00003070569,0.00008371886,0.00603772,0.00001493668,0.0001580749,0.00002378363,0.0005364767,0.005530425],"study_design_scores_gemma":[0.0000055683,0.0002450002,0.9841685,0.00006060371,0.0000204514,0.0002663704,0.01387785,0.00003871951,0.00003204797,0.00001838138,0.001260804,0.000005617017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998283,0.0003988501,0.00004922127,0.0001945303,0.000009066037,0.00002218964,0.0003179766,0.000001847426,0.0007232696],"genre_scores_gemma":[0.9985484,0.0005246603,0.00008588377,0.0002876871,0.00001057231,0.00002486493,0.0002256581,0.000001437678,0.0002908349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00563176,"threshold_uncertainty_score":0.01119798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320414134225043,"score_gpt":0.385313916917124,"score_spread":0.3532725034946197,"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."}}