{"id":"W7127084081","doi":"10.18357/wg24202225","title":"Key Ingredients for University Leadership in Fostering Climate Action","year":2022,"lang":"","type":"article","venue":"Western Geography","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"Simon Fraser University; Royal Roads University","keywords":"Institution; Action (physics); Table (database); Climate change; Key (lock); Organisation climate; University system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001768222,0.0002078158,0.00024875,0.0008310696,0.001308642,0.0001193178,0.0005832867,0.0001293244,0.0001984608],"category_scores_gemma":[0.00005882523,0.0003134747,0.0002609102,0.002000033,0.0002494621,0.0006286002,0.0004849844,0.000375271,0.00001273133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217597,"about_ca_system_score_gemma":0.0002274447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001899138,"about_ca_topic_score_gemma":0.001398041,"domain_scores_codex":[0.9967407,0.0007644567,0.000331036,0.0006496045,0.0005273734,0.0009868221],"domain_scores_gemma":[0.9988267,0.0003299174,0.0002711859,0.0003278643,0.0001256761,0.0001186801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003036162,0.0003262961,0.9344973,0.000459403,0.00002790236,0.000003493717,0.05882481,0.0006573205,0.00001392763,0.0002736139,0.00003933839,0.00457298],"study_design_scores_gemma":[0.001070838,0.0003134567,0.5131595,0.00005332648,0.00005630231,9.747401e-7,0.4144482,0.000101274,0.000008723476,0.0005653464,0.06986266,0.0003594406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901031,0.0001919213,0.00004718461,0.002855366,0.004238016,0.001573514,0.00006788658,0.00006565348,0.000857392],"genre_scores_gemma":[0.99885,0.0000806232,0.00005174606,0.0002246664,0.0001619765,0.00006502945,0.00003332344,0.00002208969,0.0005105094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4213378,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1742568269150562,"score_gpt":0.3388939929077791,"score_spread":0.1646371659927229,"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."}}