{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002293749,0.001325619,0.0009351609,0.004390306,0.001633896,0.00727911,0.001319899,0.003833106,0.3561955],"category_scores_gemma":[0.00862616,0.0006747009,0.001083436,0.002910383,0.0010643,0.004029725,0.002415722,0.003446793,0.2025341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00191607,"about_ca_system_score_gemma":0.002167242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001355593,"about_ca_topic_score_gemma":0.003072734,"domain_scores_codex":[0.9976434,0.0003129684,0.0002555294,0.000230508,0.001237221,0.0003202872],"domain_scores_gemma":[0.9886619,0.001579564,0.0007171585,0.0003914307,0.005741384,0.002908413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004449538,0.000022468,0.0001621019,0.0001860024,0.000004010451,0.00007822838,0.000008784659,0.00001628078,0.0001205215,0.0004536071,0.9708246,0.02807876],"study_design_scores_gemma":[0.00002167016,0.00003175968,0.000680452,0.0004183826,0.000002965395,0.0001771103,0.00004732182,0.00003068107,0.00008833144,0.0003612768,0.9981307,0.000009279031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001523478,0.0324709,0.0008430969,0.06324306,0.6694742,0.0003062287,0.003197062,0.0009847988,0.2279572],"genre_scores_gemma":[0.008744832,0.03470482,0.001180931,0.04009854,0.3665751,0.0002550073,0.00437651,0.000633158,0.543431],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3561955,"threshold_uncertainty_score":0.918309,"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."}}