{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001614577,0.0001571653,0.0003031036,0.0002894195,0.000867728,0.0000877489,0.0002651632,0.0001681994,0.0001524757],"category_scores_gemma":[0.08896812,0.0001375303,0.00009381585,0.001031695,0.0009819291,0.0001327762,0.0000230889,0.0002280055,0.0000749112],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002855061,"about_ca_system_score_gemma":0.005824782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000408578,"about_ca_topic_score_gemma":0.0005045877,"domain_scores_codex":[0.9973756,0.0005791241,0.0005679087,0.0002815874,0.0007989716,0.0003968235],"domain_scores_gemma":[0.9135848,0.0850949,0.0003985261,0.0002343336,0.000572325,0.0001150719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000293345,0.001260628,0.2596496,0.000454518,0.00008473264,0.000004820351,0.08888979,0.0002143457,0.0001328489,0.4764367,0.08428662,0.088292],"study_design_scores_gemma":[0.0003086811,0.00002628701,0.9508858,0.0006476188,0.0001063087,0.000004876795,0.007191814,0.0000227837,0.0001008701,0.03040701,0.009976626,0.0003212874],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696145,0.0002286495,0.00001099406,0.01831435,0.01012836,0.0006237841,0.000009862736,0.00003911933,0.001030391],"genre_scores_gemma":[0.9982039,0.0001304853,0.00002967346,0.0005432525,0.0004337704,0.000610284,0.00001192713,0.00001255137,0.00002414597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6912362,"threshold_uncertainty_score":0.9998113,"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."}}