{"id":"W4403464933","doi":"10.1504/ijnvo.2024.142241","title":"Unveiling learner experience in MOOC reviews","year":2024,"lang":"en","type":"article","venue":"International Journal of Networking and Virtual Organisations","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Wilfrid Laurier University","funders":"","keywords":"Computer science; Multimedia; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004880831,0.0000745356,0.0001249445,0.000232677,0.00004674231,0.0003326871,0.0003934665,0.00003226289,0.00001830403],"category_scores_gemma":[0.0001082838,0.0000616077,0.00005509013,0.0002977105,0.00002824771,0.0004255014,0.00008172848,0.0002863987,0.00001653297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000572683,"about_ca_system_score_gemma":0.00008148256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005729805,"about_ca_topic_score_gemma":0.000004178473,"domain_scores_codex":[0.9990706,0.0000614281,0.0003966702,0.0001310854,0.000238942,0.000101304],"domain_scores_gemma":[0.9995061,0.0001656201,0.0001153134,0.00007588028,0.00008685971,0.0000502635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001626951,0.0001780407,0.01324977,0.00002342338,0.0001736955,0.000571507,0.02703411,0.01993188,0.003976967,0.1274114,0.005081991,0.8023509],"study_design_scores_gemma":[0.00049272,0.0002195147,0.004602783,0.001628043,0.00002469557,0.0006078113,0.0008479556,0.4986822,0.0001491181,0.008553762,0.4838459,0.0003455127],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4084173,0.01549958,0.5381281,0.02764294,0.009044869,0.0001122973,0.000002062303,0.0001409574,0.001011858],"genre_scores_gemma":[0.9929403,0.001322389,0.004189856,0.0001944166,0.0009630795,6.874519e-7,8.491556e-7,0.000006324078,0.0003820845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8020054,"threshold_uncertainty_score":0.320811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03866800818196325,"score_gpt":0.34512138939273,"score_spread":0.3064533812107667,"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."}}