{"id":"W7009748132","doi":"","title":"Equity and Excellence: Creating a Socially Responsible Shared Vision of Academic Quality","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Appreciative Inquiry and Organizational Change","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Shared leadership; Social responsibility; Equity (law); Quality management; Quality (philosophy); Leadership studies; Creating shared value","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":[],"consensus_categories":[],"category_scores_codex":[0.001487515,0.000193418,0.0002827015,0.0004363577,0.0008397734,0.0001839234,0.0006512594,0.000114931,0.0002761328],"category_scores_gemma":[0.0002361553,0.0002345988,0.00007354627,0.0009525249,0.0001380199,0.003063492,0.003436277,0.0005430881,0.0000317613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001595445,"about_ca_system_score_gemma":0.0001475468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002163969,"about_ca_topic_score_gemma":0.0003142813,"domain_scores_codex":[0.9981421,0.0001968566,0.0003124498,0.0004284705,0.0006271003,0.0002930236],"domain_scores_gemma":[0.9988288,0.0001930039,0.0005061997,0.0002109949,0.00022609,0.00003491716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003041477,0.00006739315,0.986984,0.0001492683,0.00002415741,0.0000223313,0.0006134902,0.00002637926,0.003895951,0.007498258,0.000005106678,0.0004094991],"study_design_scores_gemma":[0.0007770125,0.00004683626,0.9882151,0.00008241146,0.00005410931,0.000002746809,0.001761643,0.000002916322,0.0003971477,0.006552308,0.001821599,0.000286192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969641,0.00009429177,0.0002518805,0.0008620155,0.0001570815,0.0002339679,0.00004493857,0.00009611285,0.001295597],"genre_scores_gemma":[0.9963163,0.00001913041,0.00003830562,0.0007587213,0.0002746635,0.00000182064,0.00005710073,0.00002685897,0.002507148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003498804,"threshold_uncertainty_score":0.9566664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.18867321490084,"score_gpt":0.3804149248111674,"score_spread":0.1917417099103274,"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."}}