{"id":"W4385252832","doi":"10.57054/jhea.v15i1.1334","title":"JHEA, Volume 15, n°1, 2017 - Full Issue","year":2021,"lang":"en","type":"article","venue":"Journal of Higher Education in Africa","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Direktoratet for Utviklingssamarbeid; Council for Higher Education; Deutscher Akademischer Austauschdienst; National Council for Higher Education; Open Society Foundations; Rockefeller Foundation; Andrew W. Mellon Foundation; Styrelsen för Internationellt Utvecklingssamarbete; Council for the Development of Social Science Research in Africa; Carnegie Corporation of New York","keywords":"Quality assurance; Higher education; General partnership; Tanzania; Medical education; Management; Political science; Psychology; Sociology; Library science; Medicine; Computer science; Socioeconomics; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009332726,0.00008136859,0.0001657352,0.0001736573,0.0002204943,0.0001430003,0.0002388177,0.00007519444,0.01882497],"category_scores_gemma":[0.0002053003,0.00008206222,0.00008181019,0.0004960583,0.00005690537,0.0004934171,0.00002126215,0.0002931435,0.0003647004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240868,"about_ca_system_score_gemma":0.002870958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705753,"about_ca_topic_score_gemma":0.00007425274,"domain_scores_codex":[0.9983674,0.0003837272,0.0004522782,0.000128766,0.0004331869,0.0002346901],"domain_scores_gemma":[0.9986386,0.0001261655,0.0003631181,0.0001740391,0.0005104007,0.0001876219],"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":[0.00001151162,0.0006686974,0.006929096,0.000009018892,0.00001963968,0.000012844,0.01439506,0.00002073198,0.0001294051,0.006807281,0.9664172,0.004579497],"study_design_scores_gemma":[0.0001453255,0.00002752746,0.04043985,0.00003354503,0.00001754985,0.00001008426,0.01017001,4.876259e-7,0.00001514701,0.001684655,0.9473673,0.00008854215],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08839719,0.01473404,0.0001046557,0.1828022,0.02665068,0.0002157002,0.000003623066,0.00002980604,0.6870621],"genre_scores_gemma":[0.5758865,0.0007438425,0.00285755,0.000715578,0.002628018,0.000009277283,0.000002503917,0.00001095207,0.4171458],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4874893,"threshold_uncertainty_score":0.9820719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05027294578190009,"score_gpt":0.3828144982688687,"score_spread":0.3325415524869686,"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."}}