{"id":"W3046567164","doi":"10.17169/refubium-27617","title":"Universities as Change Makers","year":2020,"lang":"en","type":"article","venue":"Refubium (Universitätsbibliothek der Freien Universität Berlin)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; Sustainability; Business; Political 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000412804,0.0003835769,0.0004043149,0.001868788,0.001640077,0.0002373544,0.001440811,0.0003810812,0.004609459],"category_scores_gemma":[0.0001120213,0.0005067986,0.0002738877,0.007013117,0.0009809239,0.00833992,0.0003706252,0.0004616211,0.0009541369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002018022,"about_ca_system_score_gemma":0.001605302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007205999,"about_ca_topic_score_gemma":0.0005643004,"domain_scores_codex":[0.9964488,0.0005129202,0.0002266911,0.0008601123,0.0009582278,0.0009932481],"domain_scores_gemma":[0.9973789,0.0002884245,0.0002334591,0.0005435942,0.0005817859,0.0009738179],"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":[0.0005467946,0.0002815848,0.005824204,0.0001522652,0.000492662,0.0007292585,0.407144,0.0001227362,0.0001903879,0.55746,0.02278046,0.00427563],"study_design_scores_gemma":[0.00091458,0.0001581847,0.0009381662,0.00002372604,0.0002008565,0.000004937078,0.3987662,0.00008927674,0.00005553362,0.001143482,0.5971661,0.0005389348],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.600746,0.0005909202,0.001156869,0.09805837,0.001169765,0.001509575,0.00007125188,0.00122896,0.2954683],"genre_scores_gemma":[0.9756444,0.0004091804,0.0008710438,0.003533725,0.000829687,0.000003983633,0.00005657825,0.00005641551,0.01859501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5743856,"threshold_uncertainty_score":0.9998237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0680456434737685,"score_gpt":0.3347126746997108,"score_spread":0.2666670312259423,"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."}}