{"id":"W178732973","doi":"","title":"Preparing Computer Science Graduates for the 21st Century","year":2011,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"USable; Curriculum; Engineering ethics; Perception; Economic shortage; Computer science; Psychology; Engineering; Pedagogy; Multimedia; Neuroscience","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":[0.00779443,0.001844769,0.001498792,0.002000548,0.007732563,0.01257844,0.002799448,0.01117628,0.055117],"category_scores_gemma":[0.01489193,0.0009135838,0.00120392,0.0008938135,0.003391528,0.007291815,0.01406439,0.01042772,0.03751297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002370252,"about_ca_system_score_gemma":0.01340607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007948424,"about_ca_topic_score_gemma":0.002397819,"domain_scores_codex":[0.995193,0.0005790999,0.0002632592,0.0005693354,0.001745361,0.001649911],"domain_scores_gemma":[0.9773641,0.0006368292,0.001110167,0.0004282314,0.002729944,0.01773071],"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":[0.00008374193,0.0009808119,0.003114784,0.0006350341,0.00001173335,0.0009241309,0.009289081,0.0001072103,0.003952393,0.008288259,0.8499752,0.1226376],"study_design_scores_gemma":[0.00004177825,0.0006552433,0.00645229,0.0008140536,0.000009458085,0.0005611792,0.01083941,0.000081591,0.0005665612,0.005760447,0.9741772,0.00004077207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04776712,0.03597211,0.003552772,0.6873732,0.1074502,0.001438446,0.0004011046,0.001102714,0.1149424],"genre_scores_gemma":[0.08732632,0.03925486,0.01668655,0.4009109,0.03566097,0.001799168,0.001276418,0.0006421871,0.4164426],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.055117,"threshold_uncertainty_score":0.1843848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1530196055801617,"score_gpt":0.306173314507192,"score_spread":0.1531537089270303,"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."}}