{"id":"W2075564739","doi":"10.1097/prs.0b013e3181774846","title":"More Canadian Brain Drainage","year":2008,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Medicine; Plastic surgery; Attrition; Certification; Workforce; Economic shortage; Board certification; Specialty; Family medicine; Medical education; Surgery; Continuing medical education; Continuing education; Management; Dentistry; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006316822,0.000757438,0.0007404175,0.001458716,0.005453341,0.003704424,0.001283837,0.00321506,0.3451878],"category_scores_gemma":[0.003016731,0.0002846799,0.0005646787,0.001646669,0.001349817,0.002327508,0.002839189,0.004279848,0.07021657],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007574058,"about_ca_system_score_gemma":0.02225915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2634536,"about_ca_topic_score_gemma":0.4237632,"domain_scores_codex":[0.9991713,0.00006385054,0.00003751225,0.0001057483,0.0003006553,0.0003210743],"domain_scores_gemma":[0.9973437,0.0001201579,0.00007149689,0.00008103668,0.001091941,0.001291711],"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":[0.000006293809,0.000006857983,0.0002773297,0.00004854033,0.000001785313,0.0002337396,0.00004156002,0.000005518917,0.000023031,0.0008214908,0.9750773,0.02345644],"study_design_scores_gemma":[0.000003500116,0.000002998171,0.0003740443,0.00006770632,0.000001740011,0.0003004732,0.0001411775,0.000006212373,0.00001446256,0.0001835763,0.9988995,0.00000461505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002236256,0.04846932,0.0004748027,0.3387567,0.1336608,0.00007633657,0.003790132,0.0007111928,0.4718244],"genre_scores_gemma":[0.0222565,0.04194474,0.0008101957,0.1566253,0.02758079,0.00008147836,0.003068334,0.0006334165,0.7469991],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9993683,"threshold_uncertainty_score":0.9340102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823051721003627,"score_gpt":0.2421157332216909,"score_spread":0.2138852160116547,"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."}}