{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001120526,0.0002887012,0.0002351294,0.0003401218,0.0008931648,0.0007431413,0.004753564,0.0001036246,0.000006467681],"category_scores_gemma":[0.00005548987,0.0002467439,0.0001693481,0.0008942464,0.0005078869,0.004062816,0.001396472,0.0003620856,0.000103963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796505,"about_ca_system_score_gemma":0.0001762776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008913737,"about_ca_topic_score_gemma":0.0002471209,"domain_scores_codex":[0.9975073,0.0001464753,0.000254356,0.0009276634,0.0004603615,0.0007038635],"domain_scores_gemma":[0.9976135,0.0002930909,0.0001657177,0.001352004,0.000331618,0.0002440305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001860253,0.0004360106,0.9345101,0.0001027839,0.0001577805,0.00005199655,0.009534321,0.0001143218,0.00164791,0.02410318,0.00000527964,0.02915035],"study_design_scores_gemma":[0.001309043,0.0005823565,0.9499798,0.0001728233,0.000103322,0.00006905406,0.0005410959,0.0003279408,0.03523584,0.002532696,0.008203452,0.0009425223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.731501,0.00007873194,0.2661527,0.0001960953,0.0008895852,0.0005349878,0.00000658459,0.0002874649,0.0003528431],"genre_scores_gemma":[0.9944159,0.00004508055,0.004736812,0.0003459525,0.00008092807,0.000004446941,0.000001357621,0.00001906886,0.0003504622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2629148,"threshold_uncertainty_score":0.9999985,"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."}}