{"id":"W4416664478","doi":"10.1177/22925503251398015","title":"Ethical Landmines in Aesthetic Surgery Research: Practical Considerations for Surgeon Researchers","year":2025,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; McMaster University; Impact","funders":"","keywords":"MEDLINE; Ethical issues; Informed consent","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01690779,0.0001866005,0.0007425025,0.001508779,0.0002747742,0.00005460369,0.00005340264,0.0005323719,0.0004865513],"category_scores_gemma":[0.6105561,0.0001748449,0.0002193662,0.001013872,0.0008029887,0.0001431055,0.00006398722,0.002504617,0.0001377623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003641018,"about_ca_system_score_gemma":0.005082554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001544486,"about_ca_topic_score_gemma":0.0002207804,"domain_scores_codex":[0.9950382,0.001629074,0.000807979,0.0005418333,0.001111605,0.0008712697],"domain_scores_gemma":[0.3395361,0.6583553,0.0001208625,0.0005613792,0.0008391263,0.0005872872],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001971429,0.0007384124,0.02991013,0.0004854686,0.00006227813,0.001929385,0.0001708935,0.000006240557,0.0002526274,0.003321764,0.9580274,0.00312402],"study_design_scores_gemma":[0.002183457,0.0001869724,0.04223143,0.002405831,0.0001858932,0.001251872,0.0007821386,0.002298001,0.0002295317,0.005182422,0.9425565,0.0005059779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5657974,0.001127219,0.002076839,0.4164736,0.007114022,0.001540025,0.00003303212,0.0002630048,0.005574843],"genre_scores_gemma":[0.9957881,0.0001509007,0.0009843482,0.001499639,0.0001986604,0.0003282007,0.00004879871,0.0000400316,0.0009613227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6567262,"threshold_uncertainty_score":0.9997966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4435706197177065,"score_gpt":0.4918302776785698,"score_spread":0.04825965796086334,"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."}}