{"id":"W4244102810","doi":"10.1007/978-1-4614-6170-8_100022","title":"Learning Analytics","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Analytics; Computer science; Data science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003293699,0.001176897,0.000507654,0.002226098,0.0008560194,0.005224716,0.0009338782,0.0008800518,0.1300298],"category_scores_gemma":[0.001286012,0.0003502783,0.0004068662,0.002273113,0.0007806821,0.005053979,0.002587882,0.002141742,0.09805495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011693,"about_ca_system_score_gemma":0.001507433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001218319,"about_ca_topic_score_gemma":0.002668854,"domain_scores_codex":[0.9995253,0.00004805195,0.0000152235,0.00008332824,0.0002922101,0.00003596853],"domain_scores_gemma":[0.9995572,0.0001173932,0.00001941349,0.00008804586,0.0001429924,0.00007495181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007286504,0.00004022786,0.00008176096,0.0001788464,0.00000464531,0.0000241446,0.000242044,0.0003587434,0.0006282506,0.08212411,0.4705084,0.4458016],"study_design_scores_gemma":[0.00000119494,0.000003820287,0.00009399725,0.0001184007,0.000001873622,0.00003777834,0.00006766513,0.0003263119,0.0002175943,0.0288411,0.9702861,0.000004163398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0005136243,0.006202069,0.02553465,0.002589016,0.001160614,0.00006451859,0.0003539608,0.001494125,0.9620875],"genre_scores_gemma":[0.00401489,0.005423126,0.005418891,0.0008675673,0.0006374604,0.00005825996,0.0006405813,0.0003490689,0.9825901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1300298,"threshold_uncertainty_score":0.4349928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564033947632893,"score_gpt":0.240555824077983,"score_spread":0.2249154846016541,"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."}}