{"id":"W4415107905","doi":"10.1007/s00266-025-05297-7","title":"‘Your Face, Their Stage’: A Global, AI-Enhanced, Mixed-Methods Survey on Public Perceptions of Live Educational Cosmetic Procedures","year":2025,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Positive Living Society of British Columbia; University of British Columbia; SKiN Health","funders":"","keywords":"Otorhinolaryngology; Perception; Table (database); Plastic surgery; MEDLINE; Public health","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":[0.003065134,0.0002019628,0.0002345427,0.0006196083,0.000701445,0.0008862587,0.0002738744,0.0006838826,0.002106735],"category_scores_gemma":[0.006323967,0.0003510406,0.0003897933,0.0004712316,0.0004953968,0.001181981,0.001288184,0.0009973856,0.0004250758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004765822,"about_ca_system_score_gemma":0.0004931103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004590132,"about_ca_topic_score_gemma":0.007796691,"domain_scores_codex":[0.9987409,0.0006147083,0.0000962763,0.00006558751,0.0002401312,0.0002424535],"domain_scores_gemma":[0.9965292,0.001140862,0.001155579,0.0001837066,0.000527299,0.0004634544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002670738,0.001077363,0.9194666,0.0001468107,0.00006236629,0.0002015956,0.05022344,0.00005087262,0.001886169,0.0001932398,0.001528375,0.02489602],"study_design_scores_gemma":[0.00002340339,0.0006261183,0.9197664,0.00005523228,0.0000280743,0.000287737,0.07611384,0.0001541989,0.0003152362,0.00005951247,0.00254719,0.00002305491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987347,0.00004739672,0.00006391998,0.0001302481,0.000007885807,0.00002868143,0.0000903641,0.000002007119,0.0008948075],"genre_scores_gemma":[0.9988776,0.00008559827,0.0001750114,0.0002232429,0.00000774035,0.00004281198,0.00009726353,0.000003415318,0.0004872036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004590132,"threshold_uncertainty_score":0.0162102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0444634676180169,"score_gpt":0.3805171275133049,"score_spread":0.336053659895288,"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."}}