{"id":"W2889617524","doi":"10.1109/iset.2018.00047","title":"Learning Analytics Intervention: A Review of Case Studies","year":2018,"lang":"en","type":"review","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Simon Fraser University; University of Hong Kong","keywords":"Learning analytics; Intervention (counseling); Analytics; Remedial education; Computer science; Medical education; Phone; Knowledge management; Data science; Psychology; Mathematics education; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.01174404,0.001473417,0.003529682,0.007568437,0.001042803,0.002345741,0.003115694,0.002527464,0.004210517],"category_scores_gemma":[0.04566429,0.000973797,0.002306269,0.00974216,0.001353201,0.002705618,0.00182263,0.001671038,0.0008486243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003037127,"about_ca_system_score_gemma":0.007717836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792202,"about_ca_topic_score_gemma":0.005948562,"domain_scores_codex":[0.9885167,0.005036148,0.003503302,0.0006912089,0.001974747,0.000277914],"domain_scores_gemma":[0.9602445,0.03328023,0.002892397,0.000759744,0.002525133,0.0002978958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002750201,0.0004327239,0.001029984,0.438715,0.0009519249,0.00180168,0.002407657,0.000412638,0.0006748067,0.003171881,0.0108058,0.5393208],"study_design_scores_gemma":[0.0001770897,0.0006861375,0.003377258,0.6251774,0.003554796,0.007069005,0.003674898,0.0002089498,0.00155381,0.002222492,0.3521905,0.0001075969],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001566995,0.9954123,0.0006781938,0.0005435305,0.0001694209,0.0003732975,0.00008585261,0.00001185257,0.001158573],"genre_scores_gemma":[0.01127602,0.984706,0.002522017,0.0004725993,0.00006196039,0.0006110583,0.0000978672,0.00001153118,0.0002409383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01174404,"threshold_uncertainty_score":0.06210917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186319631485784,"score_gpt":0.4528898998226731,"score_spread":0.3342579366740947,"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."}}