{"id":"W4409591926","doi":"10.1080/14616688.2025.2493336","title":"A research roadmap for evidence-informed policymaking in tourism","year":2025,"lang":"en","type":"article","venue":"Tourism Geographies","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Tourism; Political science; Regional science; Business; Economic geography; Geography; Law","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"],"consensus_categories":[],"category_scores_codex":[0.006890119,0.0002230166,0.0003838556,0.004878797,0.001628658,0.0005585628,0.00144234,0.000314553,0.0002255475],"category_scores_gemma":[0.005786973,0.0002313255,0.0002610844,0.005724207,0.001526789,0.0009165665,0.0004556776,0.0007184953,0.0000604956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000308568,"about_ca_system_score_gemma":0.001272012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04868881,"about_ca_topic_score_gemma":0.03278667,"domain_scores_codex":[0.9950312,0.0006109335,0.0004864844,0.0005770948,0.001468235,0.001826054],"domain_scores_gemma":[0.9948178,0.003656966,0.00009241448,0.0005513925,0.0006426033,0.0002388541],"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":[0.0004543513,0.000308077,0.02376353,0.0003228078,0.0001596762,0.0002843949,0.01529582,0.00004138052,0.00009516894,0.2472338,0.6639559,0.04808515],"study_design_scores_gemma":[0.001892716,0.000263492,0.04734784,0.001569429,0.00003849444,0.000001280698,0.06826988,0.00009777053,0.0004047026,0.2053346,0.6741053,0.0006745351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3303989,0.004873656,0.0001312898,0.05720131,0.001031861,0.003878234,0.0000193877,0.000398777,0.6020666],"genre_scores_gemma":[0.9671059,0.003436871,0.00133782,0.0003101543,0.0008258192,0.0005059509,0.000003686449,0.00002466683,0.02644912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.636707,"threshold_uncertainty_score":0.9996711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099119306338934,"score_gpt":0.47517373565624,"score_spread":0.3652618050223466,"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."}}