{"id":"W7010210243","doi":"","title":"Higher Education Institutions and the Sustainable Development Goals: Understanding Engagement and Prioritization within Canadian Research-Intensive Universities","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Context (archaeology); Sustainable development; Prioritization; Perspective (graphical); Strategic planning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01688955,0.0006222949,0.0007462541,0.00683002,0.03329824,0.02260204,0.002759166,0.002596865,0.004096907],"category_scores_gemma":[0.02316223,0.0004748787,0.000623571,0.01484535,0.01644016,0.006214739,0.01424881,0.00363042,0.000299951],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1990115,"about_ca_system_score_gemma":0.3122105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9802566,"about_ca_topic_score_gemma":0.988998,"domain_scores_codex":[0.9767969,0.006438902,0.0008976285,0.001147325,0.005865671,0.008853431],"domain_scores_gemma":[0.9742978,0.007953431,0.001877835,0.0006320042,0.007826608,0.007412334],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007285676,0.00005871012,0.05327968,0.0004561097,0.0000439992,0.0007328669,0.8423162,0.00052524,0.0006309795,0.05995704,0.0061149,0.03581149],"study_design_scores_gemma":[0.000003171798,0.0000126958,0.02099067,0.0004240875,0.00001724455,0.00005303909,0.9337494,0.0003222656,0.000164815,0.002935699,0.04127181,0.00005506457],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8327382,0.004473258,0.003127858,0.03174698,0.0001843909,0.0002781302,0.0006116435,0.00005121623,0.1267885],"genre_scores_gemma":[0.9916631,0.001510155,0.001192966,0.001079924,0.000009461137,0.00004567698,0.0001344331,0.00001800254,0.004346271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9831104,"threshold_uncertainty_score":0.929033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2770492633107776,"score_gpt":0.4243441986026625,"score_spread":0.1472949352918849,"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."}}