{"id":"W4411631442","doi":"10.1097/prs.0000000000012079","title":"Spotlight in Plastic Surgery: July 2025","year":2025,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Plastic surgery; General surgery; Medicine; Surgery","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":[0.0007520983,0.0002554968,0.0008265387,0.001282836,0.00008848416,0.00002611237,0.00006364202,0.0003815074,0.0003341143],"category_scores_gemma":[0.005795611,0.0002178606,0.0002527718,0.001245922,0.0008648142,0.0001036021,0.0000497288,0.0006134868,0.0001070173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001933184,"about_ca_system_score_gemma":0.001257339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004260663,"about_ca_topic_score_gemma":0.00003781095,"domain_scores_codex":[0.9977954,0.0001206715,0.0007618829,0.0004904833,0.000368742,0.0004628314],"domain_scores_gemma":[0.9796439,0.01959074,0.0001556309,0.0002408999,0.0001729467,0.0001959279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00106236,0.000397841,0.8171777,0.0009894109,0.000402873,0.0004002535,0.0001278241,0.00002220626,0.0009466188,0.005203212,0.01473442,0.1585353],"study_design_scores_gemma":[0.0007740631,0.00002910355,0.9798513,0.002500808,0.0001432136,0.0001150079,0.0001137525,0.001219709,0.000904743,0.004944868,0.009078105,0.0003253394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771022,0.0007104857,0.002486338,0.002178409,0.01071259,0.0003146006,0.00003624029,0.0001311184,0.006328071],"genre_scores_gemma":[0.9985869,0.0001615124,0.0001928681,0.0002093916,0.0002074019,0.00002941784,0.00005670026,0.00002135926,0.0005344633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1626736,"threshold_uncertainty_score":0.8884097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106147746395253,"score_gpt":0.2696236764390119,"score_spread":0.2485621989750594,"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."}}