{"id":"W2767442756","doi":"10.1093/scipol/scx074","title":"Research excellence in Africa: Policies, perceptions, and performance","year":2017,"lang":"en","type":"article","venue":"Science and Public Policy","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Excellence; Context (archaeology); Quality (philosophy); Diversity (politics); Political science; Perception; Public relations; Socioeconomic status; Sociology; Psychology; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02926723,0.0002849958,0.0004201999,0.003756652,0.005770945,0.01256394,0.0008653557,0.001567236,0.003354713],"category_scores_gemma":[0.05282657,0.0002486771,0.0003027834,0.006140146,0.00808439,0.007696171,0.008532709,0.001936433,0.0003799079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007231593,"about_ca_system_score_gemma":0.01439355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006801306,"about_ca_topic_score_gemma":0.005191902,"domain_scores_codex":[0.9728593,0.01556672,0.00184792,0.0009224959,0.00373442,0.005069041],"domain_scores_gemma":[0.9474822,0.02120262,0.01179229,0.001228485,0.0045091,0.01378531],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003350994,0.0004503238,0.2393098,0.001907485,0.0001255776,0.001470428,0.3034845,0.001568782,0.002542502,0.2737706,0.01433089,0.160704],"study_design_scores_gemma":[0.00004819755,0.0004240827,0.219076,0.002326007,0.00004436332,0.0008291593,0.5627981,0.001046518,0.00101013,0.04428831,0.1679725,0.0001365306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8242519,0.008685169,0.001060819,0.0712328,0.0002177986,0.00008022218,0.0001611633,0.00003002682,0.09428006],"genre_scores_gemma":[0.9947158,0.002845991,0.0003282278,0.0007414914,0.00005885418,0.0000220149,0.00002506989,0.000007096999,0.001255616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962434,"threshold_uncertainty_score":0.1547818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7093521243612279,"score_gpt":0.6187410226984775,"score_spread":0.09061110166275033,"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."}}