{"id":"W2119255823","doi":"10.19173/irrodl.v3i1.75","title":"Towards a Strategy for Improved Student Retention in Programmes of Open, Distance Education: A Case Study From the Open University UK","year":2002,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Open university; Open education; Doors; Mission statement; Variety (cybernetics); Open learning; Institution; Sociology; Open society; Higher education; Pedagogy; Political science; Mathematics education; Public relations; Psychology; Teaching method; Engineering; Computer science; Social science; Cooperative learning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009440199,0.00006938331,0.0002331559,0.000064354,0.0005095831,0.0005229127,0.002856142,0.00002219745,0.0002575322],"category_scores_gemma":[0.002678034,0.00004699419,0.00003167052,0.0008283614,0.0003539202,0.0003672639,0.001664633,0.0003113276,9.706355e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002749086,"about_ca_system_score_gemma":0.000696674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1370061,"about_ca_topic_score_gemma":0.02835431,"domain_scores_codex":[0.9969052,0.00175177,0.0003306165,0.0002515557,0.0005520416,0.000208817],"domain_scores_gemma":[0.9974653,0.001263274,0.0001887402,0.0002067948,0.0008186697,0.00005718064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006024967,0.005085658,0.5859882,0.0006976439,0.0003694152,0.00006961785,0.04807819,0.00003075543,0.00001609778,0.08090986,0.01969167,0.2584604],"study_design_scores_gemma":[0.001987807,0.0003522902,0.08486023,0.00341056,0.00002514734,0.000003586845,0.7266763,0.0002496715,0.000003146139,0.002401797,0.1798921,0.0001373367],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8075567,0.02662721,0.0001478563,0.1098591,0.0002277622,0.0254267,0.00043171,0.00001105476,0.02971191],"genre_scores_gemma":[0.9858741,0.01196737,0.0001058655,0.00003863451,0.00003081925,0.0003604036,0.00004838568,0.000003620479,0.001570756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6785982,"threshold_uncertainty_score":0.9893757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2105647187552845,"score_gpt":0.5425507264251421,"score_spread":0.3319860076698576,"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."}}