{"id":"W4402776672","doi":"10.1097/prs.0000000000011591","title":"Spotlight in Plastic Surgery: October 2024","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Medicine; Surgery; General surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008062436,0.0002761612,0.0006987766,0.001162479,0.00005692802,0.00006135095,0.00004796698,0.0003663909,0.001827114],"category_scores_gemma":[0.002729299,0.0002183177,0.0003077393,0.00114292,0.0007946625,0.0001648807,0.00003924932,0.0007653715,0.0003549064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960385,"about_ca_system_score_gemma":0.0009444354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004388006,"about_ca_topic_score_gemma":0.00003792036,"domain_scores_codex":[0.9976602,0.0000954009,0.0006916914,0.0005761314,0.0004922469,0.000484352],"domain_scores_gemma":[0.9802034,0.01914132,0.00008020629,0.0001965308,0.0001011761,0.0002773482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009906887,0.0004726665,0.5161231,0.003667292,0.0009699666,0.004961757,0.0006870942,0.0000378173,0.002587825,0.0123287,0.04412714,0.4130459],"study_design_scores_gemma":[0.0008300919,0.0001094215,0.9134573,0.009640957,0.000437667,0.002547708,0.0003987988,0.0148222,0.001273159,0.01047159,0.0448767,0.00113438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701368,0.002200027,0.001132749,0.001755817,0.02159259,0.00023839,0.00005860835,0.0002230074,0.002661966],"genre_scores_gemma":[0.9981575,0.0002433332,0.000135161,0.00008005564,0.0006681294,0.00002751993,0.00006797607,0.00004956416,0.0005707486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4119115,"threshold_uncertainty_score":0.9990854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02372017684117447,"score_gpt":0.2666729087271398,"score_spread":0.2429527318859654,"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."}}