{"id":"W4396833164","doi":"10.1145/3613905.3643980","title":"Beyond Theory: A UX Outcomes Casebook for HCI Education","year":2024,"lang":"en","type":"article","venue":"","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Simon Fraser University","funders":"","keywords":"Summative assessment; Casebook; Computer science; Computer-supported cooperative work; Field (mathematics); Formative assessment; Knowledge management; Psychology; Mathematics education; Engineering; Political science","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":[0.007189342,0.0009817333,0.0005109498,0.002335642,0.004311841,0.004553822,0.002037845,0.00402445,0.009802061],"category_scores_gemma":[0.01649269,0.0004811209,0.0006398275,0.001698336,0.003160952,0.003977841,0.003918587,0.005496743,0.00208983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002853591,"about_ca_system_score_gemma":0.003389867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002425424,"about_ca_topic_score_gemma":0.005545122,"domain_scores_codex":[0.9955349,0.00248248,0.0002192694,0.0001899063,0.001250092,0.0003232467],"domain_scores_gemma":[0.9873499,0.009068457,0.0003677807,0.0009962843,0.001093764,0.001123648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008680869,0.01172419,0.007772288,0.002028148,0.0000450586,0.04120347,0.09275042,0.005652249,0.01071243,0.1436769,0.1531349,0.5304319],"study_design_scores_gemma":[0.0004790602,0.005470238,0.007866153,0.002156471,0.00007299269,0.02232785,0.04696105,0.007445393,0.01923102,0.05310925,0.8346505,0.0002300944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.313918,0.005292542,0.2834911,0.06529424,0.002733849,0.02078301,0.002329214,0.001955131,0.3042029],"genre_scores_gemma":[0.5161997,0.007421424,0.2907366,0.005607442,0.000346627,0.01179295,0.001602308,0.000660032,0.1656329],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009802061,"threshold_uncertainty_score":0.03802139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239835883919939,"score_gpt":0.308947132452297,"score_spread":0.2865487736130976,"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."}}