{"id":"W2167666146","doi":"10.1111/j.1365-2923.2009.03381.x","title":"Addressing the severe shortage of health care providers in Ethiopia: bench model teaching of technical skills","year":2009,"lang":"en","type":"article","venue":"Medical Education","topic":"Global Health and Surgery","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Social Innovation; University of Toronto","funders":"","keywords":"Economic shortage; Health care; Medical education; Medicine; Nursing; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002411987,0.0003222404,0.0001461088,0.0002114019,0.0008028437,0.0008300482,0.000604089,0.0006316108,0.004363799],"category_scores_gemma":[0.001896606,0.0001461403,0.0001215313,0.0001877537,0.0003538099,0.000527097,0.001203626,0.0005185407,0.0003049704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007493526,"about_ca_system_score_gemma":0.005644255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611423,"about_ca_topic_score_gemma":0.003879677,"domain_scores_codex":[0.9994053,0.0003214541,0.00002207606,0.00002941972,0.00005315814,0.0001687253],"domain_scores_gemma":[0.9985346,0.0004078917,0.0002451128,0.00003405302,0.0001335308,0.0006448932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00239839,0.01411044,0.4702659,0.007405824,0.0001298377,0.004515331,0.01332924,0.004012749,0.05071967,0.001875497,0.008306541,0.4229305],"study_design_scores_gemma":[0.001104373,0.01946253,0.8328818,0.003615423,0.0001459162,0.003805561,0.07700275,0.003927181,0.01384059,0.001846708,0.04226505,0.0001021394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931687,0.0008354469,0.0009159851,0.002081078,0.0001247646,0.0002025992,0.00005299496,0.0000134479,0.002604955],"genre_scores_gemma":[0.9919264,0.001276383,0.004621862,0.0009816801,0.00007047588,0.0001916842,0.00005421536,0.000003131244,0.0008742151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004363799,"threshold_uncertainty_score":0.01459837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02857955664433285,"score_gpt":0.4044865330861184,"score_spread":0.3759069764417856,"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."}}