{"id":"W4387115469","doi":"10.1097/prs.0000000000010836","title":"Spotlight in Plastic Surgery: October 2023","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Body Image and Dysmorphia Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Medicine; Reconstructive surgery; Specialty; Breast cancer; General surgery; Surgery; Family medicine; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0008856474,0.000450393,0.00102898,0.001613639,0.0001763568,0.00005136641,0.0001667256,0.0002291591,0.00369613],"category_scores_gemma":[0.005423396,0.0004386909,0.0003386473,0.002178548,0.000471615,0.0002415602,0.0001326565,0.0004543504,0.009442097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001027897,"about_ca_system_score_gemma":0.0001921324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002298155,"about_ca_topic_score_gemma":0.0002071486,"domain_scores_codex":[0.9964474,0.0002936732,0.0008792931,0.0008691381,0.0003357782,0.001174693],"domain_scores_gemma":[0.9556254,0.04343242,0.0002384423,0.0004105512,0.0001155798,0.0001776425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002466779,0.0001033957,0.8481522,0.00005026989,0.0002965153,0.0014833,0.0004569245,0.00001218302,0.00006726939,0.0007010964,0.1349468,0.01348338],"study_design_scores_gemma":[0.0003931558,0.00002070404,0.9906131,0.0001927492,0.00005511075,0.0001810321,0.001453474,0.00006124005,0.00007618736,0.0009781783,0.005383408,0.0005916551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674848,0.0004327118,0.00009880303,0.0001683109,0.01933303,0.0001911728,0.000150413,0.0003666948,0.011774],"genre_scores_gemma":[0.997311,0.0001218161,0.00003710264,0.00007390402,0.0005412458,0.0002058034,0.00006985401,0.0000772772,0.001562004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1424609,"threshold_uncertainty_score":0.9998065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829070770770553,"score_gpt":0.2809210311087864,"score_spread":0.2426303234010808,"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."}}