{"id":"W2593354861","doi":"10.1145/3027385.3027413","title":"ATCE","year":2017,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Departament d'Universitats, Recerca i Societat de la Informació; Natural Sciences and Engineering Research Council of Canada; Ministerio de Economía y Competitividad; Universitat de Girona","keywords":"Open educational resources; Computer science; Learning analytics; Dashboard; Analytics; Learning Management; Task (project management); Quality (philosophy); TRACE (psycholinguistics); World Wide Web; Data science; Multimedia; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005378746,0.00002051845,0.00002608309,0.000008104359,0.0001725973,0.0002451354,0.0007004744,0.000009176423,0.0000113722],"category_scores_gemma":[0.00003885187,0.00001572382,0.00001474956,0.00001097305,0.00001198749,0.0001653801,0.0001482464,0.00003375341,0.0002509356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001715637,"about_ca_system_score_gemma":0.000009084589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001923399,"about_ca_topic_score_gemma":0.00000342354,"domain_scores_codex":[0.9997863,0.000003187369,0.00002646417,0.00007389447,0.00004971937,0.00006050499],"domain_scores_gemma":[0.9994099,0.000006552337,0.000022285,0.0005252343,0.000012614,0.0000233735],"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":[1.851052e-7,0.00001835098,0.01288912,0.000001839888,0.000004531197,0.00001302472,0.0000592973,0.00003317115,0.00008808126,0.8485157,0.007416849,0.1309598],"study_design_scores_gemma":[0.0002395412,0.0000505786,0.077747,0.000010345,0.000002696848,0.000009898023,0.000009575527,0.6991829,0.0007870963,0.05159925,0.1701517,0.0002094215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01555368,0.00001276695,0.5850626,0.06095535,0.0003070473,0.00001613356,1.089285e-7,0.0003143672,0.337778],"genre_scores_gemma":[0.9234325,0.000001773496,0.0475799,0.0002070185,0.00004941252,1.237358e-7,5.320511e-8,9.832424e-7,0.02872823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9078788,"threshold_uncertainty_score":0.3225353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178464524860595,"score_gpt":0.3044367974426498,"score_spread":0.2865903449565904,"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."}}