{"id":"W2230558427","doi":"10.1007/s00266-015-0592-7","title":"Personality and Psychological Aspects of Cosmetic Surgery","year":2015,"lang":"en","type":"article","venue":"Aesthetic Plastic Surgery","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Otorhinolaryngology; Plastic surgery; Medicine; Personality; Face surgery; General surgery; Surgery; Rhytidoplasty; Social psychology; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001093888,0.0002356668,0.0007078242,0.0001992728,0.00006139092,0.00001811715,0.00009682521,0.0001359207,0.0003430295],"category_scores_gemma":[0.001612523,0.0001969642,0.0001754898,0.0003030711,0.00061635,0.00006056895,0.00006117106,0.0001685036,0.0002277402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002046305,"about_ca_system_score_gemma":0.00007688576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000105544,"about_ca_topic_score_gemma":0.000007930802,"domain_scores_codex":[0.9979993,0.000284295,0.0005037985,0.0004522862,0.0003154447,0.0004449536],"domain_scores_gemma":[0.9938799,0.005198528,0.0001913023,0.0003572795,0.0001291906,0.000243843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008798128,0.001945062,0.666577,0.00008934731,0.0002362655,0.001104641,0.002421148,0.000003498939,0.00006835941,0.01407075,0.2752839,0.03732016],"study_design_scores_gemma":[0.0008432166,0.0003150382,0.9809474,0.000127065,0.0001542616,0.001936211,0.001289836,0.00001773058,0.00004774791,0.006990907,0.006730381,0.0006001965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810611,0.002108925,0.0001608107,0.0005451798,0.002104648,0.0000884086,0.00001454486,0.00007624265,0.01384012],"genre_scores_gemma":[0.9994055,0.00005657083,0.00005751512,0.0001941698,0.00008328631,0.00002885959,0.000007504191,0.00002178729,0.0001448031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3143704,"threshold_uncertainty_score":0.8031965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.129045896068082,"score_gpt":0.3280967386051241,"score_spread":0.1990508425370422,"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."}}