{"id":"W4406071413","doi":"10.1016/j.clpl.2024.100091","title":"From insight to action: Possible pathways for sustainable futures in a Canadian university","year":2025,"lang":"en","type":"article","venue":"Cleaner Production Letters","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Futures contract; Action (physics); Political science; Business; Finance; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068598,0.000611234,0.0004116669,0.001791516,0.05477502,0.01530005,0.002306466,0.003468346,0.009214288],"category_scores_gemma":[0.007111651,0.0004065888,0.0005733575,0.002452575,0.02043599,0.005055183,0.01265018,0.004709194,0.0005814443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.120744,"about_ca_system_score_gemma":0.2192004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9538347,"about_ca_topic_score_gemma":0.9850856,"domain_scores_codex":[0.9923314,0.003136707,0.000097253,0.0005158266,0.001004481,0.002914392],"domain_scores_gemma":[0.9942684,0.001118958,0.0002489634,0.0001872649,0.0009775298,0.003198915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001953389,0.0002278331,0.01652404,0.0003092081,0.00002360394,0.003410986,0.7522588,0.00128785,0.00183072,0.1385706,0.02109229,0.06426881],"study_design_scores_gemma":[0.00001129825,0.00005360927,0.007066714,0.0002477091,0.00001292648,0.000190731,0.8234044,0.0006996367,0.0005413276,0.009699211,0.1579803,0.00009203064],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6673771,0.002946635,0.006683075,0.07981297,0.0007066153,0.0003554854,0.0002718092,0.0001627345,0.2416835],"genre_scores_gemma":[0.9764485,0.001052383,0.002904119,0.00232865,0.00001812899,0.00004530041,0.00004891122,0.00003275365,0.0171212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.879256,"threshold_uncertainty_score":0.8760632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01796673049299099,"score_gpt":0.2968679914303902,"score_spread":0.2789012609373993,"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."}}