{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0004693457,0.0007146474,0.0006509367,0.001089645,0.001424643,0.0001590734,0.0004434781,0.0005338811,0.000174334],"category_scores_gemma":[0.00005533563,0.0006083226,0.0001410201,0.001171452,0.0002280379,0.001204645,0.0001415083,0.0009005184,0.00002063514],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001176923,"about_ca_system_score_gemma":0.005900464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002674595,"about_ca_topic_score_gemma":0.03075234,"domain_scores_codex":[0.996449,0.0006299336,0.0008627061,0.0009852052,0.0002973463,0.0007758155],"domain_scores_gemma":[0.9976078,0.0001285311,0.0007898331,0.0005184012,0.000799491,0.0001559013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.01789963,0.04944878,0.09971527,0.005175415,0.008264656,0.005708118,0.370223,0.00002860143,0.01555601,0.01334232,0.03708434,0.3775539],"study_design_scores_gemma":[0.005119892,0.003091295,0.03127686,0.001114171,0.001159672,0.001449933,0.8425714,0.00001220025,0.00364474,0.00009779631,0.1088874,0.001574647],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869337,0.001048657,0.000007174006,0.0003018833,0.003951547,0.003993779,0.0003546929,0.000101107,0.003307473],"genre_scores_gemma":[0.9410371,0.0002939199,0.00007762422,0.00007378629,0.0003426826,0.0001914526,0.005213704,0.0000721719,0.05269761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4723484,"threshold_uncertainty_score":0.9998754,"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."}}