{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002507667,0.0009666889,0.0005783648,0.002760221,0.001052304,0.00541113,0.001927855,0.001822882,0.2402164],"category_scores_gemma":[0.01425081,0.0004480054,0.0008223017,0.002201336,0.0006023205,0.004995539,0.003731041,0.00157827,0.1359033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009499825,"about_ca_system_score_gemma":0.002013205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002195498,"about_ca_topic_score_gemma":0.001874733,"domain_scores_codex":[0.9971244,0.0004597509,0.0002532065,0.0004248142,0.001528339,0.00020946],"domain_scores_gemma":[0.9889048,0.002777429,0.0004026338,0.003181026,0.003907773,0.0008263053],"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":[0.0005204433,0.0002382572,0.001654859,0.0007200792,0.00003670966,0.0004390884,0.001025399,0.001919982,0.006497726,0.03097879,0.6026506,0.3533181],"study_design_scores_gemma":[0.00004329847,0.00006070355,0.0009324674,0.0001165613,0.00001015304,0.000311325,0.0001480848,0.003572078,0.003475631,0.005159689,0.9861302,0.00003991498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01102847,0.000757714,0.2297579,0.002211097,0.002329592,0.001622797,0.0333786,0.1886929,0.530221],"genre_scores_gemma":[0.1162288,0.001447629,0.1966422,0.002303285,0.0007951088,0.002335405,0.09089621,0.05218408,0.5371671],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7597836,"threshold_uncertainty_score":0,"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."}}