{"id":"W4411665302","doi":"10.4236/gep.2025.136017","title":"Pathways to Sustainability in Rural Communities: Case Study of Active Transportation and Eco-Tourism at Pinawa, Manitoba, Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Geoscience and Environment Protection","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Sustainability; Tourism; Environmental planning; Rural tourism; Geography; Business; Urban sustainability; Environmental resource management; Tourism geography; Environmental science; Ecology; Archaeology","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":[0.0008418686,0.0005478771,0.0003703617,0.001235888,0.02890305,0.002795223,0.00222056,0.001355722,0.004222323],"category_scores_gemma":[0.001774795,0.0004230044,0.0003556196,0.003374798,0.004361372,0.0008364761,0.003470646,0.00142785,0.0002161534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05050175,"about_ca_system_score_gemma":0.06089578,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.982048,"about_ca_topic_score_gemma":0.9963503,"domain_scores_codex":[0.9984938,0.0004223191,0.00002808318,0.0001210926,0.0001565534,0.0007781881],"domain_scores_gemma":[0.998516,0.0002560653,0.00009520592,0.00003690392,0.0003515329,0.0007442682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001903423,0.0007420366,0.09526711,0.0006374528,0.00005986427,0.048432,0.79271,0.001782722,0.002352807,0.01102234,0.007037419,0.03976587],"study_design_scores_gemma":[0.0000133266,0.0001014936,0.03061558,0.0001411534,0.00002067999,0.001174435,0.9465594,0.0004283692,0.0001825841,0.0003981797,0.02033414,0.00003074309],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832549,0.0005148927,0.0004017851,0.00152223,0.00002332859,0.0003060746,0.0001768047,0.00001039734,0.01378951],"genre_scores_gemma":[0.9909896,0.0007448784,0.0009148631,0.0003712287,0.000004998211,0.0001011084,0.00007845392,0.000008581546,0.006786394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05050175,"threshold_uncertainty_score":0.3664175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557271015129117,"score_gpt":0.2466114657448953,"score_spread":0.2310387555936041,"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."}}