{"id":"W6980444705","doi":"","title":"A case study examining Graduate Attribute implementation in a Higher Education Institute department and its Further Education college partners.
\\nTransformative education or ‘ticking the box’?","year":2018,"lang":"en","type":"dissertation","venue":"Staffordshire Online Repository (Staffordshire University)","topic":"Leptospirosis research and findings","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Higher education; Viewpoints; Exploratory research; Quality (philosophy); Transferable skills analysis; Stakeholder; Further education; Relevance (law); Interpretation (philosophy)","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":[0.005074653,0.0004006313,0.0003993383,0.001170706,0.0130139,0.004577429,0.002550789,0.003278553,0.009705877],"category_scores_gemma":[0.00699188,0.0004568996,0.0004918553,0.001829026,0.004064418,0.003618046,0.006748159,0.00393135,0.001270598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008008977,"about_ca_system_score_gemma":0.00638361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02386314,"about_ca_topic_score_gemma":0.06234608,"domain_scores_codex":[0.9949079,0.003099955,0.0001180207,0.0003567245,0.000563909,0.0009534628],"domain_scores_gemma":[0.9947461,0.002139397,0.0004480252,0.0002346765,0.0005551422,0.001876745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000153057,0.002157064,0.05346767,0.0005288013,0.00003646642,0.07270059,0.7376734,0.0007600954,0.002635037,0.03635736,0.01930529,0.07422512],"study_design_scores_gemma":[0.00001925869,0.0003496924,0.01639326,0.0003863705,0.00001741938,0.005819793,0.8835036,0.000812591,0.0008372648,0.002224043,0.08959766,0.00003897681],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348871,0.0009102552,0.004066071,0.0089276,0.0001753174,0.0003750682,0.0001428581,0.00004108591,0.05047462],"genre_scores_gemma":[0.9773563,0.0008074738,0.002915353,0.001634426,0.0000425766,0.0001367395,0.00008072948,0.00003309033,0.01699341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02386314,"threshold_uncertainty_score":0.0581094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06339128867818483,"score_gpt":0.3449631381162156,"score_spread":0.2815718494380308,"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."}}