{"id":"W2397561861","doi":"","title":"Visualising Uncertainty for Open Learner Model Users.","year":2014,"lang":"en","type":"article","venue":"University of Birmingham Research Portal (University of Birmingham)","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Visualization; Computer science; Field (mathematics); Human–computer interaction; Data visualization; Metacognition; Data science; Multimedia; Artificial intelligence; Psychology; Cognition","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":[0.003529955,0.000869027,0.0004465247,0.001677659,0.000606403,0.005527886,0.001046607,0.001983081,0.02201099],"category_scores_gemma":[0.03139322,0.0003056466,0.0006639362,0.0009384531,0.0006016487,0.006505601,0.005049202,0.001757701,0.00251194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006289054,"about_ca_system_score_gemma":0.0007632934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001572121,"about_ca_topic_score_gemma":0.002172231,"domain_scores_codex":[0.9987047,0.0006565016,0.0000646398,0.0001176171,0.00037497,0.00008152907],"domain_scores_gemma":[0.9864414,0.01021607,0.0004944779,0.001229938,0.00106618,0.0005518767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002734811,0.0004118996,0.01868972,0.003186308,0.0001729695,0.002030738,0.05189501,0.03427961,0.02297856,0.1183064,0.09470179,0.6506122],"study_design_scores_gemma":[0.0003033862,0.0005773737,0.008175897,0.002385064,0.0001980172,0.002202855,0.01194188,0.2195449,0.02336354,0.2902461,0.4405923,0.0004686464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09879109,0.003112781,0.8024723,0.008599078,0.0007372636,0.000355449,0.003352272,0.02710192,0.05547784],"genre_scores_gemma":[0.7325906,0.001973247,0.2412102,0.0006518476,0.0002066799,0.0003234505,0.002624297,0.003015867,0.01740389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02201099,"threshold_uncertainty_score":0.07363409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012353673971524,"score_gpt":0.330520977331933,"score_spread":0.2292856099347806,"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."}}