{"id":"W6967098029","doi":"10.5040/9781350244375?locatt=label:secondary_bloomsburycollections","title":"The Bloomsbury handbook of sustainability in higher education an agenda for transformational change","year":2023,"lang":"en","type":"article","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Sustainability; Higher education; Transformational leadership; Context (archaeology); Agency (philosophy); Institution; Inclusion (mineral)","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":[0.002012385,0.00006306174,0.0000824314,0.0001148444,0.0003765083,0.00004290016,0.0002202982,0.00007449649,0.0001909911],"category_scores_gemma":[0.0003920918,0.00005169209,0.00004885158,0.0006396412,0.0002586269,0.0004761,0.0000105306,0.00005202806,0.000003871681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004916189,"about_ca_system_score_gemma":0.001291459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003178098,"about_ca_topic_score_gemma":0.002879112,"domain_scores_codex":[0.9988432,0.0002198968,0.0002561397,0.0001476001,0.000250912,0.0002822448],"domain_scores_gemma":[0.9985659,0.0005904063,0.00005788217,0.0001944551,0.0005404557,0.00005092975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001013938,0.00068123,0.04319594,0.0003256905,0.00001359527,1.591748e-7,0.2000062,0.00004872537,0.00003452247,0.6072505,0.01037252,0.1379696],"study_design_scores_gemma":[0.0002312013,0.00005692582,0.2620871,0.00001378825,0.000008337017,6.062951e-8,0.08723193,0.0000764022,0.0001080782,0.1725865,0.4774818,0.000117795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8774722,0.0003904293,0.00008602694,0.1107878,0.001852806,0.004321507,0.00001169632,0.0001645265,0.004912988],"genre_scores_gemma":[0.989051,0.00007231275,0.0001173683,0.000185546,0.0003375743,0.001446141,0.000037539,0.000007071042,0.008745444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4671093,"threshold_uncertainty_score":0.4804355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1339484818693045,"score_gpt":0.4378184633714898,"score_spread":0.3038699815021853,"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."}}