{"id":"W4399163348","doi":"10.1055/s-0044-1785669","title":"Innovatively Bridging Gaps in Aesthetic Surgery Training: Insights and Initiatives","year":2024,"lang":"en","type":"article","venue":"Indian Journal of Plastic Surgery","topic":"Empathy and Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Certification; Healthcare service; Plastic surgery; Board certification; Bridging (networking); Confidence interval; Surgery; Family medicine; Health care; Medical education; Residency training; Continuing education; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.0114714,0.0004628365,0.0003966073,0.002376943,0.005629339,0.0118857,0.002962527,0.006037109,0.009575973],"category_scores_gemma":[0.01158935,0.0003009513,0.0005443046,0.002262702,0.009086926,0.01078553,0.01365375,0.006927578,0.00102247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005530615,"about_ca_system_score_gemma":0.02896487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00153945,"about_ca_topic_score_gemma":0.004143652,"domain_scores_codex":[0.9915301,0.003562194,0.0002691497,0.0006729587,0.001894918,0.002070638],"domain_scores_gemma":[0.9847985,0.005481291,0.001401287,0.0004773086,0.00146534,0.006376274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001047333,0.0009623296,0.00867396,0.004220378,0.00007026953,0.001278747,0.07594903,0.0004061354,0.001233634,0.2761189,0.08419429,0.5467876],"study_design_scores_gemma":[0.00003340774,0.0002891515,0.01105854,0.01028955,0.00004495405,0.001886098,0.2080365,0.0005793853,0.0008766697,0.1086448,0.6582026,0.00005830272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09046097,0.1409596,0.006530175,0.6622633,0.007629628,0.0001641783,0.0001097162,0.0001708194,0.09171157],"genre_scores_gemma":[0.8293541,0.07707492,0.01383029,0.06387328,0.003078456,0.000221989,0.0001685993,0.0001142465,0.01228422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0118857,"threshold_uncertainty_score":0.06066734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04201083764992683,"score_gpt":0.2948362479833278,"score_spread":0.252825410333401,"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."}}