{"id":"W4318931961","doi":"10.1097/prs.0000000000010060","title":"Prevalence of Global Surgery Opportunities in Plastic Surgery Residency Programs","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medicine; Graduate medical education; Plastic surgery; Outreach; Medical education; Global health; Competence (human resources); Family medicine; Surgery; Nursing; Public health; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002960706,0.0005162197,0.001936918,0.0009877789,0.0002423741,0.00002400277,0.0001725902,0.0001806733,0.001192146],"category_scores_gemma":[0.01136156,0.0005470741,0.0007336172,0.001680972,0.0006449965,0.0003047385,0.0001963669,0.0006462635,0.00002176931],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008053946,"about_ca_system_score_gemma":0.006557827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004575287,"about_ca_topic_score_gemma":0.00007250979,"domain_scores_codex":[0.9935048,0.0007645732,0.002214667,0.0008510056,0.001220533,0.001444409],"domain_scores_gemma":[0.9641727,0.0334151,0.0008668645,0.0005489452,0.0003409213,0.0006555221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001717807,0.0004780374,0.9585393,0.002327397,0.0001014407,0.001326016,0.00005947747,0.00002241406,0.00001246144,0.0004111515,0.004404293,0.0306002],"study_design_scores_gemma":[0.0003627108,0.0001383843,0.9924906,0.001580839,0.0001352706,0.001947835,0.001386986,0.0001184569,0.00003931905,0.0007433079,0.0005287307,0.0005275548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887525,0.00203953,0.00004144297,0.0001984301,0.006905058,0.0005316627,0.0004877228,0.0001437611,0.0008999225],"genre_scores_gemma":[0.9983101,0.0006830615,0.0001097763,0.0001320603,0.0001761041,0.0003008041,0.0001356737,0.00004745682,0.0001049343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0339513,"threshold_uncertainty_score":0.9997209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05825424297010115,"score_gpt":0.2800054662833829,"score_spread":0.2217512233132818,"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."}}