{"id":"W2003805897","doi":"10.1145/2090116.2090145","title":"AAT","year":2011,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Learning analytics; Computer science; Identification (biology); Online course; Online learning; Analytics; Multimedia; Knowledge management; Data science; Mathematics education; Psychology","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":[0.00003917486,0.00002037699,0.0000226212,0.00001618109,0.00001662806,0.00001415539,0.0002298496,0.000008827615,0.00007528489],"category_scores_gemma":[0.000005801946,0.00001520786,0.0000134857,0.00007167505,0.000005245742,0.00007334993,0.0000491011,0.00002896954,0.0003675456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001474447,"about_ca_system_score_gemma":0.000006966834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002125516,"about_ca_topic_score_gemma":0.000001899102,"domain_scores_codex":[0.9997984,0.000005208105,0.00003125934,0.00006577835,0.00003942604,0.00005998601],"domain_scores_gemma":[0.9998034,0.000004616468,0.000007366987,0.0001502767,0.0000106474,0.00002367567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[2.38172e-7,0.00003281429,0.006580147,0.000001098675,0.000003585618,0.000005529979,0.0004709014,0.000004015598,0.00003981722,0.952738,0.002447644,0.03767622],"study_design_scores_gemma":[0.0003613327,0.0002450512,0.02958848,0.00001229846,0.000007340724,0.00003424502,0.0001025226,0.6681504,0.006186456,0.2064815,0.08835363,0.0004768143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007280616,0.00001012954,0.6538513,0.001475197,0.000106711,0.000008988198,3.18022e-8,0.0002559828,0.337011],"genre_scores_gemma":[0.8138822,0.000001256393,0.1764045,0.0003045881,0.00001869334,1.573763e-7,6.200111e-8,0.000001116961,0.00938745],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8066015,"threshold_uncertainty_score":0.4724178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03736112396796283,"score_gpt":0.2279125764469251,"score_spread":0.1905514524789623,"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."}}