{"id":"W4403817421","doi":"10.19173/irrodl.v25i4.7678","title":"Unveiling Scholarly Insights: Quality Assurance in Open and Distance Education","year":2024,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Quality assurance; Open education; Quality (philosophy); Higher education; Computer science; Sociology; World Wide Web; Political science; Business; Pedagogy; Marketing","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009522364,0.00005901817,0.0001572987,0.00008651059,0.0002348808,0.001189962,0.0008821106,0.00003025669,0.0001346024],"category_scores_gemma":[0.003800111,0.00004487436,0.00001436047,0.0008137293,0.000172349,0.001253142,0.0004119686,0.0004664192,0.00001224685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002895139,"about_ca_system_score_gemma":0.00166612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008513547,"about_ca_topic_score_gemma":0.001735248,"domain_scores_codex":[0.9977658,0.0008630657,0.0003455547,0.0002419632,0.0006260229,0.0001575844],"domain_scores_gemma":[0.9984866,0.0009537135,0.00008662147,0.0001054128,0.0003090817,0.00005850609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000646043,0.0001902192,0.2687993,0.001762976,0.00002853501,0.000006882691,0.009310317,0.00001281176,0.00003797905,0.6029851,0.009340429,0.1074608],"study_design_scores_gemma":[0.0001666047,0.00001061848,0.1423757,0.01354259,0.000001649673,8.769208e-7,0.009506302,0.00004842058,0.0000089552,0.008960689,0.8252985,0.00007911221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4286077,0.3102044,0.000400423,0.1246977,0.0007524038,0.002621878,0.00005102691,0.00002454856,0.1326399],"genre_scores_gemma":[0.9050099,0.09209041,0.0001681297,0.0002494855,0.00004962904,0.0001221358,0.00003976551,0.000003906733,0.002266638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8159581,"threshold_uncertainty_score":0.9998469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117566159757314,"score_gpt":0.5322752903775577,"score_spread":0.4147091306202438,"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."}}