{"id":"W7135662832","doi":"","title":"From global to local: advancing PRME at the local and regional levels","year":2025,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Key (lock); Session (web analytics); Best practice; Sustainability; Regional development; Local Development","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":[],"consensus_categories":[],"category_scores_codex":[0.00059936,0.0001385362,0.0001497356,0.0002228167,0.0008529301,0.0001536092,0.000379028,0.00009343846,0.0003842731],"category_scores_gemma":[0.0001202079,0.0001279743,0.00006003397,0.001077406,0.0003944337,0.0006992607,0.0009196316,0.0002704722,0.0002121161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003334315,"about_ca_system_score_gemma":0.0001989041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02461512,"about_ca_topic_score_gemma":0.001752767,"domain_scores_codex":[0.9983606,0.00006175508,0.0001372873,0.0004205967,0.0005400867,0.0004796274],"domain_scores_gemma":[0.9991322,0.0001382899,0.00005500256,0.0003009473,0.0003078793,0.00006564489],"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":[0.0004846797,0.0003205176,0.1034358,0.0002091687,0.0002285161,0.0003964727,0.0006244275,0.000457127,0.00005673865,0.2133926,0.6468526,0.03354133],"study_design_scores_gemma":[0.0006013825,0.00002615593,0.2812247,0.0001366786,0.00003854253,0.000001200728,0.01260337,0.0003316212,0.000039956,0.009225144,0.6955321,0.0002391758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8964329,0.00004037673,0.007174682,0.0645128,0.0002247755,0.0005026592,0.0000390885,0.00008392734,0.03098883],"genre_scores_gemma":[0.9908265,0.00001767072,0.00007897237,0.0009333721,0.0003173122,0.000002232115,0.00005781402,0.000008200794,0.007757928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2041675,"threshold_uncertainty_score":0.9818801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035253969040162,"score_gpt":0.2856114770248881,"score_spread":0.2652589373344865,"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."}}