{"id":"W2471420471","doi":"10.19173/irrodl.v17i4.2409","title":"Increasing Access to Higher Education Through Open and Distance Learning: Empirical Findings From Mzuzu University, Malawi","year":2016,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Remuneration; Higher education; Payment; Flexibility (engineering); Medical education; Open university; Pedagogy; Sociology; Psychology; Business; Political science; Management; Computer science; Medicine; Economics; World Wide Web","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":[0.002101365,0.0002637337,0.0004049671,0.001751609,0.002716349,0.002736863,0.0007163949,0.000558325,0.003417042],"category_scores_gemma":[0.007402688,0.0004611775,0.0002251352,0.003969203,0.002485579,0.00203702,0.003028887,0.0009464514,0.0003397043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00339178,"about_ca_system_score_gemma":0.003936574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06571557,"about_ca_topic_score_gemma":0.1235565,"domain_scores_codex":[0.998535,0.0004468704,0.0001421938,0.0001251684,0.0002904424,0.0004602404],"domain_scores_gemma":[0.9929629,0.002708426,0.002338808,0.0001737533,0.0007918058,0.001024456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00012041,0.0004455445,0.8050263,0.0007906335,0.0000518968,0.001770276,0.1614794,0.0001385704,0.001108622,0.001886663,0.0008677996,0.0263139],"study_design_scores_gemma":[0.000008045413,0.0001184302,0.810978,0.0003159171,0.00004125016,0.0002795352,0.1838596,0.0002073041,0.0002854342,0.0001242118,0.003766078,0.00001624446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984363,0.000477609,0.0000441084,0.0003548984,0.000002387463,0.00001460295,0.00003990057,7.294668e-7,0.0006295175],"genre_scores_gemma":[0.9986098,0.000830581,0.00005942545,0.000117472,0.000003534262,0.00001683149,0.00002971665,0.000001378669,0.000331149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06571557,"threshold_uncertainty_score":0.1306661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1596988923886541,"score_gpt":0.4786630026721883,"score_spread":0.3189641102835342,"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."}}