{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003562892,0.001143597,0.0009910233,0.001778784,0.002556995,0.008722382,0.001731673,0.01600592,0.1380728],"category_scores_gemma":[0.00786785,0.0005438811,0.001166299,0.0009240611,0.001703686,0.003263073,0.002898827,0.008969944,0.04832223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004399012,"about_ca_system_score_gemma":0.007725947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007548238,"about_ca_topic_score_gemma":0.02512667,"domain_scores_codex":[0.9966413,0.0004159501,0.0001531215,0.000205046,0.001788953,0.000795638],"domain_scores_gemma":[0.9955518,0.0007084259,0.0002322612,0.0001268176,0.00136589,0.002014776],"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":[0.00003901127,0.00002634265,0.00007901421,0.00006544595,0.000003036528,0.00005633385,0.00001190313,0.00003464176,0.0000642759,0.003427318,0.9849529,0.01123981],"study_design_scores_gemma":[0.00001806192,0.00002549243,0.0008891866,0.0002405451,0.000004078539,0.00005029031,0.00005520961,0.00005134842,0.00006310869,0.001726115,0.9968668,0.000009852024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001279569,0.03791499,0.0007357835,0.2488497,0.3708002,0.0001936049,0.001680671,0.0003174563,0.338228],"genre_scores_gemma":[0.008873433,0.01528262,0.0005551685,0.1065546,0.07768594,0.0001210196,0.00128719,0.0001531618,0.7894868],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1380728,"threshold_uncertainty_score":0.4618995,"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."}}