{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003451022,0.0002339338,0.0005828476,0.0007334863,0.001191298,0.0001167679,0.003571711,0.0002078098,0.0001251555],"category_scores_gemma":[0.0002406597,0.0003049592,0.0003041619,0.000802506,0.0005263507,0.001343283,0.002127385,0.0004685739,0.00002665853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112041,"about_ca_system_score_gemma":0.0004501262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006865815,"about_ca_topic_score_gemma":0.0006513912,"domain_scores_codex":[0.9968693,0.0003611021,0.0002684018,0.0008228067,0.0009283242,0.0007501144],"domain_scores_gemma":[0.996789,0.000526951,0.0004377458,0.000794962,0.001164456,0.0002868339],"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":[0.0006722574,0.0006701116,0.003120939,0.0006249164,0.0003934885,0.000196015,0.02325419,0.0365098,0.01306654,0.8643429,0.01320989,0.04393892],"study_design_scores_gemma":[0.002722944,0.001123767,0.0006506251,0.000665558,0.00005789598,0.00001675506,0.03360895,0.7739254,0.001842443,0.003166932,0.1813942,0.0008245975],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1263449,0.00004487707,0.853328,0.0006175829,0.0001648679,0.0008829847,0.00003261687,0.000128838,0.01845525],"genre_scores_gemma":[0.9246973,0.00003135688,0.04304752,0.00001967889,0.00004704017,2.319881e-7,0.00001372423,0.00002305102,0.03212004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.861176,"threshold_uncertainty_score":0.9999403,"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."}}