{"id":"W4392744845","doi":"10.1007/978-3-031-50168-5_29","title":"Conclusions: Business Education That Makes an Impact on Social Sustainability Within and Beyond the Classroom","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sustainability; Stakeholder; Best practice; Context (archaeology); Higher education; Public relations; Stakeholder engagement; Engineering ethics; Political science; Sociology; Knowledge management; Pedagogy; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001867847,0.0004370309,0.0003741425,0.0002165213,0.001668461,0.0006384904,0.0004657148,0.0006466077,0.0008812268],"category_scores_gemma":[0.0005052468,0.0002945123,0.00016246,0.0002201758,0.00159755,0.0004006365,0.0001618691,0.0006512526,0.00003360895],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003320237,"about_ca_system_score_gemma":0.007687946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006606462,"about_ca_topic_score_gemma":0.002501071,"domain_scores_codex":[0.9973904,0.0002810272,0.0003778114,0.0007449738,0.0007963978,0.0004093959],"domain_scores_gemma":[0.9969757,0.000648746,0.0002493557,0.0005737421,0.001361541,0.0001909428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004003619,0.0001111523,0.0005966215,0.0001298503,0.00004321552,0.000001658713,0.04146969,0.000005165033,3.476362e-7,0.9345742,0.0114413,0.01158675],"study_design_scores_gemma":[0.00005955829,0.00006220747,0.007599581,0.00003724175,0.0001147407,0.000002055664,0.09103392,0.000004964482,9.412751e-7,0.7267578,0.1739836,0.0003433969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09233319,0.001048579,0.00000803968,0.1056935,0.003078535,0.003329234,0.00005608072,0.0003632343,0.7940896],"genre_scores_gemma":[0.5094959,0.00009326619,0.00003078674,0.0009806296,0.00174367,0.0001051493,0.00008255277,0.00006036594,0.4874076],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4171627,"threshold_uncertainty_score":0.9999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716482941608878,"score_gpt":0.3846678623403478,"score_spread":0.347503032924259,"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."}}