{"id":"W2012014933","doi":"10.1097/00006534-200010000-00023","title":"Training the Next Generation of Plastic Surgeons: A Lesson from Geese","year":2000,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Medicine; Specialty; Reconstructive surgery; Reconstructive Surgeon; Surgery; Popularity; General surgery; Law","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":[0.004216691,0.0008527182,0.000701656,0.0006135234,0.002606218,0.002713411,0.001004684,0.004304594,0.002226295],"category_scores_gemma":[0.005531509,0.0002797508,0.001066001,0.0002713144,0.003476535,0.004083178,0.003493201,0.008975889,0.001194608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243404,"about_ca_system_score_gemma":0.004194473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01451058,"about_ca_topic_score_gemma":0.05349509,"domain_scores_codex":[0.9983127,0.0007567991,0.00006540615,0.000130347,0.0004792167,0.0002554995],"domain_scores_gemma":[0.9966412,0.0006039122,0.0001370806,0.0001131485,0.000806657,0.001698023],"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":[0.0001654489,0.0009215098,0.006529671,0.00156261,0.0001406575,0.003252732,0.03263702,0.0005204289,0.00355363,0.007826401,0.6150126,0.3278772],"study_design_scores_gemma":[0.00007603889,0.001063984,0.00592255,0.003133741,0.00006398495,0.006910427,0.04117452,0.0002861741,0.0007796836,0.01111958,0.929363,0.0001064074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05179561,0.1761006,0.006464885,0.6944133,0.03615169,0.0001456027,0.0001109178,0.0003392986,0.03447803],"genre_scores_gemma":[0.1957528,0.2711074,0.03607172,0.3784405,0.02032807,0.0002849526,0.0002590743,0.0004094187,0.09734607],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01451058,"threshold_uncertainty_score":0.02885222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1379912946966605,"score_gpt":0.2789253589180813,"score_spread":0.1409340642214207,"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."}}