{"id":"W4406362897","doi":"10.3390/su17020609","title":"Balancing Tourism Development and Sustainability: A Multi-Stakeholder Approach in Tofino over 15 Years","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Community and Sustainable Development","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Stakeholder; Tourism; Business; Ecotourism; Sustainable development; Tourism geography; Sustainability; Destinations; Corporate governance; Sustainable tourism; Conceptualization; Livelihood; Economic growth; Environmental resource management; Public relations; Political science; Economics; Agriculture; Geography; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004897716,0.0002640163,0.0004206172,0.0004356987,0.0008820884,0.0001957747,0.0004508438,0.0002653691,0.00004667963],"category_scores_gemma":[0.003440581,0.0002976966,0.00006904214,0.001272049,0.0005860865,0.0002894591,0.0005816353,0.0005564697,0.000001099726],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007587695,"about_ca_system_score_gemma":0.007969996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01040249,"about_ca_topic_score_gemma":0.007468426,"domain_scores_codex":[0.9964055,0.0009045012,0.0005738841,0.00063767,0.000423001,0.001055382],"domain_scores_gemma":[0.9979507,0.0003671353,0.00008144163,0.0005717553,0.0008393633,0.000189598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001111207,0.0008631899,0.6544554,0.001250227,0.00004596809,0.0001274573,0.1604536,0.0001642258,0.000001054752,0.0600424,0.0008122078,0.1216732],"study_design_scores_gemma":[0.0008993525,0.00001248861,0.642191,0.00002922906,0.000009123957,4.638457e-7,0.216409,0.0001951337,0.000007040331,0.01645624,0.1234615,0.0003294596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853599,0.0004661377,0.003362135,0.003197515,0.0001170362,0.001832552,0.000001600953,0.0001281977,0.005534895],"genre_scores_gemma":[0.9868382,0.00002500262,0.002275844,0.0002862825,0.0000254043,0.0002332378,0.000007843976,0.00001326371,0.01029496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1226493,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02685064500891718,"score_gpt":0.3074757322948601,"score_spread":0.2806250872859429,"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."}}