{"id":"W2512062733","doi":"10.5430/ijhe.v5n3p217","title":"Strengthening Statistics Graduate Programs with Statistical Collaboration - The Case of Hawassa University, Ethiopia","year":2016,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statistician; Statistics education; Quality (philosophy); Medical education; Statistical analysis; Graduate students; Statistics; Psychology; Mathematics education; Sociology; Mathematics; Pedagogy; Medicine; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01910346,0.0004866275,0.0003427622,0.00115784,0.01292385,0.008269618,0.001943616,0.002432097,0.00634605],"category_scores_gemma":[0.01303111,0.0004221989,0.0004258576,0.001980602,0.004741701,0.003457757,0.01146199,0.003203255,0.0007381929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007097221,"about_ca_system_score_gemma":0.03558133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01069641,"about_ca_topic_score_gemma":0.01930478,"domain_scores_codex":[0.9867578,0.008426477,0.0002361782,0.0004883289,0.0009051919,0.003185981],"domain_scores_gemma":[0.9766552,0.00487213,0.00123955,0.0008951617,0.00247251,0.01386536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005769589,0.003841418,0.1427694,0.001887016,0.000134057,0.03860037,0.4109519,0.002625854,0.005324238,0.08910283,0.04368284,0.2605032],"study_design_scores_gemma":[0.0001285361,0.0008086445,0.05872946,0.0008789782,0.00003895392,0.003566684,0.6289997,0.001296103,0.001505494,0.009116431,0.2948179,0.0001131717],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939939,0.002707346,0.004223918,0.04213286,0.0007516313,0.0006181972,0.0001229512,0.00009950941,0.05534977],"genre_scores_gemma":[0.9795374,0.001123287,0.004519904,0.003525715,0.0001667492,0.0002097904,0.00005857658,0.00003419672,0.01082443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01910346,"threshold_uncertainty_score":0.10103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268230522774169,"score_gpt":0.4283614196928794,"score_spread":0.3015383674154625,"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."}}