{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001576068,0.0007202094,0.0006038132,0.001714942,0.001458665,0.005892069,0.001326242,0.002374916,0.6773759],"category_scores_gemma":[0.005461266,0.0003697263,0.0005237882,0.00179617,0.0006280979,0.003014372,0.003205368,0.001363871,0.6671982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008961427,"about_ca_system_score_gemma":0.001971258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001380566,"about_ca_topic_score_gemma":0.002043011,"domain_scores_codex":[0.9983429,0.0003283488,0.0001355834,0.0002895061,0.000712669,0.0001911133],"domain_scores_gemma":[0.9974261,0.0004144147,0.0001511999,0.0004996684,0.0008012689,0.0007072991],"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":[0.0002406394,0.0001623393,0.00113236,0.0004106389,0.0000122251,0.0003991225,0.0003713532,0.000326244,0.002572303,0.02900776,0.4880981,0.4772669],"study_design_scores_gemma":[0.00000975834,0.00002045501,0.0003844265,0.000058062,0.000002413551,0.0002174541,0.00004476853,0.0001386386,0.0003554953,0.002041491,0.9967216,0.000005524905],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002398454,0.002455197,0.00786046,0.003036976,0.005636744,0.0001674536,0.004592626,0.002856345,0.9709957],"genre_scores_gemma":[0.01614781,0.001965378,0.004959717,0.001015855,0.0008456481,0.0001392905,0.005039609,0.001053189,0.9688335],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3226241,"threshold_uncertainty_score":0,"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."}}