{"id":"W4412491786","doi":"10.1007/s00266-025-05059-5","title":"Do Educational Cosmetic Accounts on Social Media Influence the Consideration of Cosmetic Procedures?","year":2025,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Plastic surgery; Social media; Otorhinolaryngology; Surgery; Family medicine","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":[0.002570048,0.0001656166,0.0002061854,0.001352253,0.0009354206,0.003628842,0.0005160452,0.001425425,0.02007778],"category_scores_gemma":[0.04434816,0.0003406389,0.0004075259,0.0009731232,0.0009705645,0.00195562,0.0009501993,0.002024909,0.002386615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000963696,"about_ca_system_score_gemma":0.001213757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00908614,"about_ca_topic_score_gemma":0.02137039,"domain_scores_codex":[0.9970748,0.001429996,0.0001280687,0.0001845368,0.0006498309,0.0005327525],"domain_scores_gemma":[0.9465271,0.03137858,0.01347236,0.001385795,0.003100764,0.004135268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005021413,0.002128713,0.9079336,0.0001367023,0.0001704248,0.0003277022,0.01128865,0.0001064229,0.0006045116,0.001930349,0.006404226,0.06846669],"study_design_scores_gemma":[0.00003027073,0.0001222446,0.9696618,0.0001478633,0.00009181008,0.0002424051,0.01766153,0.000510727,0.0003428913,0.001000437,0.01015589,0.0000321707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396902,0.0005492382,0.0002091171,0.01204334,0.0002484311,0.00003380197,0.0003739802,0.00001845066,0.04683347],"genre_scores_gemma":[0.9955276,0.0003652593,0.0001208091,0.0007964879,0.0001997341,0.00001083819,0.00007855774,0.00001453214,0.002886218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02007778,"threshold_uncertainty_score":0.06716692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07884024370412746,"score_gpt":0.3737690355896848,"score_spread":0.2949287918855573,"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."}}