{"id":"W4307646547","doi":"10.1016/j.fsc.2022.07.001","title":"Global Perspectives on Beauty","year":2022,"lang":"en","type":"review","venue":"Facial Plastic Surgery Clinics of North America","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Beauty; Attractiveness; Psychological intervention; Aesthetics; Medicine; Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003846231,0.0007251339,0.003888411,0.0003390903,0.0002407312,0.00002036829,0.000520994,0.0002333142,0.003893538],"category_scores_gemma":[0.005206995,0.0006580568,0.001909475,0.001314127,0.0006050637,0.00004737654,0.0002869956,0.0007500224,0.0008966372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001931784,"about_ca_system_score_gemma":0.0007006488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000111915,"about_ca_topic_score_gemma":0.00003031086,"domain_scores_codex":[0.9954008,0.0005846301,0.001646113,0.001055702,0.0005926014,0.0007200846],"domain_scores_gemma":[0.9779506,0.01940125,0.001586987,0.0007834252,0.00009397526,0.0001837264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001413928,0.0005899657,0.005683709,0.0008017234,0.001060555,0.0001793886,0.0002808006,0.00000535391,1.497158e-10,0.00005945584,0.03376317,0.9574345],"study_design_scores_gemma":[0.0001202806,0.0003307422,0.004509465,0.0004998727,0.0007995128,0.00001411096,0.0005925507,5.471813e-7,4.456819e-10,0.00001050139,0.9925857,0.0005366699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001988017,0.9787101,0.00006172775,0.00001280466,0.009760029,0.0003957515,0.003701296,0.0001068508,0.007052599],"genre_scores_gemma":[0.0001807589,0.997996,0.00003256004,0.000103256,0.0006964457,0.0002055985,0.0005077579,0.00006579016,0.0002118205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9588225,"threshold_uncertainty_score":0.9998813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09149108101321417,"score_gpt":0.3852341877643697,"score_spread":0.2937431067511556,"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."}}