{"id":"W1490362834","doi":"10.47408/jldhe.v0i6.197","title":"Developing criteria to assess graduate attributes in students' work for their disciplines","year":2013,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Resistance (ecology); Curriculum; Meaning (existential); Work (physics); Discipline; Process (computing); Sociology; Pedagogy; Politics; Engineering ethics; Public relations; Political science; Psychology; Social science; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05395246,0.0005934276,0.0007239163,0.01172151,0.003520848,0.007552279,0.002226242,0.001397718,0.002260751],"category_scores_gemma":[0.1378758,0.0003348275,0.0009767457,0.007029017,0.004062794,0.005801017,0.009723286,0.002836994,0.001296223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005559404,"about_ca_system_score_gemma":0.00976541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003491019,"about_ca_topic_score_gemma":0.007339341,"domain_scores_codex":[0.9691734,0.008913214,0.005351819,0.001440764,0.01360457,0.001516256],"domain_scores_gemma":[0.8250232,0.04753819,0.0224741,0.01013114,0.08325146,0.01158196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002828229,0.0006565682,0.4671299,0.0006589983,0.0001004437,0.0001911907,0.07385933,0.001709983,0.003993773,0.05481016,0.01689298,0.3797139],"study_design_scores_gemma":[0.00008726508,0.001179938,0.5555266,0.001740601,0.000100681,0.0003731407,0.1454099,0.0081632,0.0095296,0.1034655,0.1739868,0.0004367484],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7281985,0.001226999,0.1186846,0.006234085,0.000968583,0.002663357,0.001092898,0.0008580168,0.140073],"genre_scores_gemma":[0.8703675,0.0004493449,0.1192852,0.0005093133,0.0001155868,0.002096795,0.001073052,0.0001315438,0.00597171],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05395246,"threshold_uncertainty_score":0.2853312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.400213882894436,"score_gpt":0.5183267244277249,"score_spread":0.1181128415332888,"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."}}