{"id":"W4252130967","doi":"10.1007/978-1-4939-7131-2_100590","title":"Learning Analytics","year":2018,"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":"Computer science; Analytics; 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":[0.0003736618,0.001215968,0.0005231722,0.002244119,0.000888531,0.006059147,0.0009688709,0.0009316364,0.1457274],"category_scores_gemma":[0.001499875,0.0003599481,0.0004389514,0.002278422,0.0008157764,0.005546931,0.002854212,0.002271223,0.1161111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192224,"about_ca_system_score_gemma":0.001559525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047442,"about_ca_topic_score_gemma":0.002149748,"domain_scores_codex":[0.9994941,0.00005154766,0.00001656397,0.00009354876,0.0003046556,0.00003961769],"domain_scores_gemma":[0.9994813,0.0001337303,0.00002166584,0.0001092832,0.0001605184,0.0000935513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008182002,0.00004247101,0.00008272936,0.0001997292,0.000004929926,0.00002407265,0.0002448599,0.0003533893,0.0006292431,0.08592322,0.5024068,0.4100804],"study_design_scores_gemma":[0.00000119431,0.000003731235,0.00008584387,0.0001098211,0.000001800792,0.00003310738,0.00006044595,0.0002891823,0.0001926968,0.02863325,0.9705851,0.000003860379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005238894,0.006042299,0.02501923,0.003135879,0.001476376,0.00006878058,0.0004541716,0.001706142,0.9615732],"genre_scores_gemma":[0.004241306,0.005400538,0.005324032,0.000995878,0.0008377827,0.00006387739,0.0008356638,0.0004135814,0.9818875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1457274,"threshold_uncertainty_score":0.4875067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011149133849768,"score_gpt":0.2548618746837573,"score_spread":0.2347503833452596,"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."}}