{"id":"W3134939774","doi":"10.20343/teachlearninqu.9.1.12","title":"What Price Excellence in Learning and Teaching? Exploring the Costs and Benefits for Diverse Academic Staff Studying for a GCHE Supporting the SoTL","year":2021,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Scholarship; Context (archaeology); Higher education; Institution; Quality (philosophy); Sociology; Certificate; Scholarship of Teaching and Learning; Learning development; Pedagogy; Public relations; Medical education; Political science; Teaching and learning center; Teaching method; Medicine; Social science; Computer science","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":["metaresearch","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02304916,0.0002001022,0.000225283,0.0000823979,0.0120532,0.001478542,0.0004560461,0.000081949,0.00002599844],"category_scores_gemma":[0.008854901,0.0001177876,0.00009223067,0.000134739,0.0002410596,0.001411782,0.0002870686,0.004400675,0.000001586901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415836,"about_ca_system_score_gemma":0.0002212588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002005765,"about_ca_topic_score_gemma":0.0001031603,"domain_scores_codex":[0.994837,0.003131637,0.0004946587,0.0003507504,0.0005044701,0.0006814971],"domain_scores_gemma":[0.9929702,0.006044088,0.0005721428,0.0001506779,0.0001239948,0.0001389018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004648065,0.00005601481,0.02580386,0.00002871744,0.00007364119,0.000005848137,0.6754337,0.004157202,0.0002778209,0.005966273,0.0004021848,0.2877482],"study_design_scores_gemma":[0.0004322965,0.00008547446,0.004015105,0.0003573112,0.00006611306,0.00004062503,0.7718344,0.0007261264,0.00001716827,0.000321103,0.2219342,0.0001700861],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677702,0.002367048,0.002035445,0.02542974,0.001522544,0.0005542733,5.966883e-7,0.00005331343,0.0002668839],"genre_scores_gemma":[0.9908701,0.004837287,0.0007281945,0.0003032365,0.001269927,0.0001045381,0.000001918,0.00003575184,0.001849024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2875782,"threshold_uncertainty_score":0.999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.17467836371762,"score_gpt":0.4172768507630426,"score_spread":0.2425984870454225,"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."}}