{"id":"W2418163940","doi":"","title":"The surgical workforce crisis in Africa: a call to action.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Workforce; Call to action; Action (physics); Business; Medicine; Economic growth; Economics; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.001170069,0.0001513037,0.0002598737,0.00009305275,0.001231123,0.000009520189,0.0003131441,0.0001983159,0.00006619378],"category_scores_gemma":[0.0004276501,0.0001053424,0.00005846731,0.0008613593,0.00005622086,0.00008540585,0.0001459393,0.0006729898,0.0005684014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005511914,"about_ca_system_score_gemma":0.0001188062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009145441,"about_ca_topic_score_gemma":0.001500025,"domain_scores_codex":[0.996618,0.0005258159,0.0005925729,0.0003098655,0.0003592699,0.001594531],"domain_scores_gemma":[0.9978206,0.001048808,0.0001059573,0.0004279174,0.0001027731,0.0004940046],"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":[0.0005759408,0.0001042753,0.1336324,0.00005405136,0.00001439449,0.0001478627,0.006666355,0.00008274305,3.164178e-7,0.003149064,0.7866696,0.06890309],"study_design_scores_gemma":[0.0004226436,0.00001096538,0.2184002,0.00002819391,0.000002770669,0.000007193716,0.001801446,0.000009701054,0.000001711906,0.0001721051,0.7790462,0.00009688022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7938236,0.001871631,0.0000301201,0.04497468,0.002101852,0.004995922,0.00001043511,0.0003099846,0.1518818],"genre_scores_gemma":[0.9516606,0.0006291121,0.00008818891,0.001669716,0.0004168038,0.007279883,0.000002182225,0.00002432442,0.03822916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.157837,"threshold_uncertainty_score":0.946893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1578851152079606,"score_gpt":0.4067650273671217,"score_spread":0.2488799121591611,"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."}}