{"id":"W4406595424","doi":"10.4236/gep.2025.131007","title":"Sustainability and Active Transportation at Universities: Case Study of Fort Garry Campus, University of Manitoba in Winnipeg, Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Geoscience and Environment Protection","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sustainability; University campus; Geography; Environmental science; Political science; Forestry; Agricultural economics; Engineering; Civil engineering; Economics; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0007866402,0.0005519007,0.0003305729,0.001327015,0.01632995,0.002681076,0.001983065,0.001080331,0.002778289],"category_scores_gemma":[0.001408024,0.0003705966,0.0003414163,0.003534748,0.002993213,0.0006424035,0.002624668,0.001028319,0.0002803456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04646272,"about_ca_system_score_gemma":0.06431044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9855632,"about_ca_topic_score_gemma":0.9964398,"domain_scores_codex":[0.9988355,0.0002679607,0.00002495281,0.00008647959,0.0001691897,0.0006158528],"domain_scores_gemma":[0.9986386,0.0001536326,0.00006801178,0.00003370085,0.0003739902,0.000732014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000340952,0.001318467,0.4166325,0.0008430085,0.0001502482,0.04104901,0.39195,0.007509168,0.006601042,0.01631431,0.01720664,0.1000846],"study_design_scores_gemma":[0.00002350599,0.0001977911,0.1871606,0.0003124026,0.00005883016,0.001446568,0.7558404,0.002349252,0.001077503,0.0005963747,0.05086321,0.00007362921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879079,0.0005315401,0.0005798974,0.001703983,0.0000266853,0.0002053944,0.000240914,0.00002332591,0.008780234],"genre_scores_gemma":[0.9901366,0.0008180389,0.001064577,0.0003429584,0.000006803975,0.00004879833,0.0001106095,0.00001463992,0.007456934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04646272,"threshold_uncertainty_score":0.3371122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005771184767255381,"score_gpt":0.1955813442947945,"score_spread":0.1898101595275391,"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."}}