{"id":"W4315607680","doi":"10.18280/isi.270605","title":"A Systematic Literature Review on Recommender Systems for MOOCs","year":2022,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Recommender system; Computer science; World Wide Web; Qualitative analysis; The Internet; Online learning; Massive open online course; Quantitative analysis (chemistry); Information retrieval; Multimedia; Data science; Qualitative research","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":[0.001356109,0.0001672271,0.0003563809,0.0002431817,0.0005205271,0.0005129768,0.0005986126,0.00004472218,0.000005366026],"category_scores_gemma":[0.0004172876,0.0001431974,0.0001301725,0.0007589879,0.00001344269,0.001354596,0.0001422873,0.0002385846,0.00003683645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002819702,"about_ca_system_score_gemma":0.00006525136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003563613,"about_ca_topic_score_gemma":1.518393e-7,"domain_scores_codex":[0.9982492,0.000238569,0.0007144703,0.000155474,0.0003952192,0.0002470928],"domain_scores_gemma":[0.9985045,0.0001860324,0.0005148361,0.0004901545,0.0002440902,0.00006040611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003344873,0.0001509493,0.00003512175,0.5982305,0.0002436902,0.00001192283,0.01387313,0.03222685,0.00000635151,0.2595401,0.07618745,0.01946051],"study_design_scores_gemma":[0.0006277973,0.000678751,0.00002291366,0.08873185,0.00008033423,0.0003010833,0.001156859,0.8422778,0.000008489498,0.003971864,0.06156199,0.0005802959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009923327,0.08960985,0.8814556,0.007084441,0.004124275,0.006397894,0.0002309793,0.001437637,0.008667009],"genre_scores_gemma":[0.9141175,0.01901628,0.0279977,0.02435054,0.0006588243,0.00759325,0.001641132,0.0001120974,0.004512676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9131252,"threshold_uncertainty_score":0.5839422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591854993925384,"score_gpt":0.2590396926307049,"score_spread":0.243121142691451,"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."}}