{"id":"W4408307953","doi":"10.3727/108354224x17275202230569","title":"Envisioning a Sustainable, Resilient Tourism Future","year":2025,"lang":"en","type":"article","venue":"Tourism Analysis","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Tourism; Sustainability; Coronavirus disease 2019 (COVID-19); Workforce; Public relations; Thematic analysis; Product (mathematics); Business; Sustainable tourism; Pandemic; Tourism geography; Sustainable development; Marketing; Political science; Sociology; Qualitative research; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002083935,0.0002067894,0.00045471,0.001817073,0.001705189,0.0004748937,0.001010414,0.0002351378,0.002701801],"category_scores_gemma":[0.0006548081,0.0002034893,0.0004967688,0.006063821,0.0003073079,0.000421153,0.0004192278,0.0004126057,0.0001738772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000376525,"about_ca_system_score_gemma":0.000514143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01852258,"about_ca_topic_score_gemma":0.001523084,"domain_scores_codex":[0.9963187,0.0004908135,0.0003499084,0.000602148,0.001192543,0.001045878],"domain_scores_gemma":[0.9981595,0.0002725027,0.0001218902,0.0007266809,0.0004235938,0.000295793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001057349,0.0003665372,0.01316185,0.00006386291,0.003415251,0.003645119,0.007464658,0.001282139,0.00003092284,0.2825412,0.6646778,0.02324496],"study_design_scores_gemma":[0.0006048284,0.00003989875,0.01966284,0.00003072538,0.001717101,3.155934e-7,0.09031788,0.0006070541,0.0001060798,0.01783892,0.8685779,0.000496471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.112838,0.002354781,0.003129441,0.04598015,0.0005037839,0.0006832374,0.00001057413,0.0003837477,0.8341163],"genre_scores_gemma":[0.7145874,0.000513118,0.0008551478,0.0003363271,0.0009323925,0.00002498463,0.00001304217,0.00001281224,0.2827248],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6017494,"threshold_uncertainty_score":0.9995944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007139535955150898,"score_gpt":0.3191524449707606,"score_spread":0.3120129090156097,"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."}}