{"id":"W4409699229","doi":"10.22215/cujs.v3i2.5127","title":"User Experience and Design in a First Year Brightspace Course","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Course (navigation); User experience design; Computer science; Human–computer interaction; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0003678546,0.00008979786,0.0001404327,0.0003281572,0.0001018059,0.00006983944,0.0002377092,0.00002660657,0.000004101863],"category_scores_gemma":[0.00003920596,0.00007350031,0.00002837044,0.0006994296,0.0003590514,0.0002786295,0.00002690919,0.0001551564,0.00000174699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008695856,"about_ca_system_score_gemma":0.0001840022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004349611,"about_ca_topic_score_gemma":0.000006835186,"domain_scores_codex":[0.999207,0.00002114559,0.000213941,0.0001086882,0.0002656084,0.0001835899],"domain_scores_gemma":[0.9995975,0.000107436,0.00004454371,0.00007801085,0.00008885532,0.00008361557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001036716,0.00009588114,0.01224272,0.00009192693,0.00007548675,0.0002241875,0.007772782,0.9071048,0.0206311,0.02762477,0.01249764,0.01153502],"study_design_scores_gemma":[0.006729009,0.0008691138,0.2387294,0.0021199,0.0001681625,0.0009617523,0.007097146,0.3381022,0.0683187,0.3067082,0.0283985,0.00179793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5848791,0.0009924086,0.4086594,0.00251288,0.0006332503,0.0001394535,4.984568e-7,0.0000312793,0.00215167],"genre_scores_gemma":[0.9930564,0.0001681499,0.006532165,0.0000730765,0.00002672183,0.000001738071,4.947177e-8,0.000005338138,0.0001364198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5690026,"threshold_uncertainty_score":0.2997255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009409513627090388,"score_gpt":0.2440139486671577,"score_spread":0.2346044350400673,"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."}}