{"id":"W2912735925","doi":"10.1016/j.jtcvs.2019.01.054","title":"Making cardiac surgery feasible in African countries: Experience from Namibia, Uganda, and Zambia","year":2019,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Economic and Social Research Council; Medical Research Council; Medtronic Foundation; South African Medical Research Council; National Research Foundation","keywords":"Medicine; Geography; Political science","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":[0.004456047,0.0002503032,0.002116062,0.0004646316,0.00008082457,0.00007165276,0.00006673402,0.000183507,0.00006000644],"category_scores_gemma":[0.0004440871,0.0002167398,0.001193174,0.0004122037,0.0001134794,0.0003335683,0.00005511533,0.0003901833,0.000007640129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001061067,"about_ca_system_score_gemma":0.0004863251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003727507,"about_ca_topic_score_gemma":0.000007144176,"domain_scores_codex":[0.9969372,0.0003555466,0.0009118014,0.0003599995,0.0008817057,0.0005537472],"domain_scores_gemma":[0.9975077,0.00114171,0.00030136,0.0004252579,0.0002237088,0.0004002664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000752034,0.00003707816,0.937283,0.0003842929,0.0005051706,0.0008944002,0.0005216628,0.000008784742,0.00004086693,0.000004499704,0.001364206,0.05820398],"study_design_scores_gemma":[0.0004464457,0.00007185137,0.9201225,0.002511113,0.00049906,0.001234727,0.003187236,0.00005535299,0.0002681082,0.00008899291,0.07105794,0.0004566551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9044964,0.09333161,0.00008689371,0.000217277,0.001266226,0.0001933233,0.00001687435,0.00001416871,0.0003772664],"genre_scores_gemma":[0.9857033,0.01334328,0.0001311169,0.0003795894,0.0003483167,0.00000574655,0.000006144643,0.00002748355,0.00005497903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08120698,"threshold_uncertainty_score":0.8838392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786897371057794,"score_gpt":0.3072832361865484,"score_spread":0.2794142624759705,"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."}}