{"id":"W3169751285","doi":"10.1177/22925503211021683","title":"Reflections of a Few Former Plastic Surgery Trainees","year":2021,"lang":"en","type":"editorial","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; McGill University","funders":"","keywords":"Plastic surgery; Medicine; Surgery","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","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002546521,0.0003144466,0.001161273,0.0006138691,0.0004656904,0.0001113607,0.0003787587,0.0008740259,0.001593686],"category_scores_gemma":[0.1628749,0.0003300491,0.0006077064,0.001051289,0.0006527391,0.000187456,0.00009775363,0.0007136579,0.00005913219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160757,"about_ca_system_score_gemma":0.004137728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001400773,"about_ca_topic_score_gemma":0.002145246,"domain_scores_codex":[0.9950982,0.0003653275,0.0006601958,0.0004762547,0.002732136,0.0006678521],"domain_scores_gemma":[0.7992879,0.199237,0.0003629193,0.0002378983,0.0006199395,0.000254404],"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":[0.00005104381,0.00009972873,0.0007464771,0.0002879645,0.0001800529,0.0001031346,0.001696646,0.000006840612,0.000006822233,0.00007531379,0.9961025,0.0006435077],"study_design_scores_gemma":[0.0001099719,0.00002043165,0.0002765246,0.001028785,0.0003249976,0.000001183039,0.006848757,0.000001887624,0.00000885242,0.00004448709,0.9909985,0.0003356111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.003094546,0.0006820556,0.0001957753,0.00009732618,0.9899257,0.00007324606,0.000338399,0.0001000357,0.005492923],"genre_scores_gemma":[0.02755811,0.00266182,0.00003060608,0.00002943831,0.966556,0.00003223541,0.0009180683,0.00005392808,0.00215986],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1988717,"threshold_uncertainty_score":0.9999152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04929550247897989,"score_gpt":0.3197872162153284,"score_spread":0.2704917137363484,"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."}}