{"id":"W3133166227","doi":"10.1093/asj/sjab005","title":"Commentary on: Resident Exposure to Aesthetic Surgical and Nonsurgical Procedures During Canadian Residency Program Training","year":2021,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Abdominoplasty; Breast augmentation; Mastopexy; Body contouring; Specialty; Plastic surgery; Breast reduction; Blepharoplasty; Surgery; Residency training; Contouring; General surgery; Medical education; Family medicine; Continuing education; Eyelid","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00245846,0.001039169,0.001292087,0.001583533,0.003846857,0.002025522,0.004723249,0.03033924,0.01418444],"category_scores_gemma":[0.03193185,0.000640893,0.001215168,0.001639175,0.002278812,0.002265145,0.00137539,0.01756296,0.006079507],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00973535,"about_ca_system_score_gemma":0.01266178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1102075,"about_ca_topic_score_gemma":0.1257025,"domain_scores_codex":[0.9964011,0.0006333602,0.0004065515,0.0004348387,0.001684021,0.0004400895],"domain_scores_gemma":[0.9790982,0.007571951,0.000913829,0.0003983419,0.009960262,0.002057518],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001874604,0.000004862087,0.0001636494,0.00004303327,0.000003791526,0.0001958126,0.00006283629,0.00001134552,0.00002485198,0.0001140299,0.9982454,0.001111796],"study_design_scores_gemma":[0.0001144876,0.00005238847,0.003169329,0.00123193,0.00004684679,0.001474333,0.001336879,0.0002287785,0.0002952741,0.001221277,0.9907193,0.0001092602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007669796,0.001120535,0.00008610551,0.8724381,0.1218185,0.00006398073,0.0005143628,0.00006984824,0.003121537],"genre_scores_gemma":[0.006943489,0.001619285,0.0001915085,0.8947555,0.08722401,0.0001068001,0.0002092622,0.00005054013,0.00889959],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9975415,"threshold_uncertainty_score":0.2191319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03196509894858177,"score_gpt":0.2936863107293667,"score_spread":0.2617212117807849,"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."}}