{"id":"W4403813955","doi":"10.1007/s00266-024-04455-7","title":"From Posts to Perceptions: Sentiment and Psychological Analysis of Aesthetic Enhancements on Social Media","year":2024,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"","keywords":"Otorhinolaryngology; Perception; Social media; Sentiment analysis; Advertising; Medicine; Psychology; Surgery; World Wide Web; Artificial intelligence; Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00027238,0.000239083,0.0006129171,0.0006882269,0.00009690356,0.00004480731,0.0001064333,0.0001184416,0.002132958],"category_scores_gemma":[0.0001334379,0.0002004976,0.0002720846,0.0008450344,0.0002048862,0.00003761675,0.00006080755,0.0001492064,0.000859783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003313476,"about_ca_system_score_gemma":0.0000153384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005006717,"about_ca_topic_score_gemma":0.00001646593,"domain_scores_codex":[0.9980761,0.0001536545,0.0004649779,0.0006252835,0.0003328574,0.0003471735],"domain_scores_gemma":[0.9975004,0.00199973,0.00006986094,0.0002669824,0.00004520274,0.0001178879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001284116,0.003881361,0.03277123,0.00006611232,0.004732993,0.001449353,0.04788862,0.00004495995,0.002509978,0.004460106,0.2228483,0.6780629],"study_design_scores_gemma":[0.0005693322,0.0004057874,0.9869035,0.0003557915,0.002960937,0.00007460947,0.002717545,0.0002585636,0.0000624791,0.001341357,0.003609183,0.0007408375],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994778,0.0005973049,0.0003741453,0.00120068,0.001955061,0.000111436,0.0001339668,0.00007810447,0.0007712632],"genre_scores_gemma":[0.9991339,0.00008987368,0.00008418693,0.0002920016,0.0001079332,0.00007344118,0.00007051689,0.00002182627,0.0001263048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9541323,"threshold_uncertainty_score":0.9999182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06395692857093303,"score_gpt":0.3515799050354996,"score_spread":0.2876229764645665,"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."}}