{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01388719,0.000353535,0.0004101244,0.0008762986,0.009466852,0.01858169,0.00172521,0.004514327,0.04314682],"category_scores_gemma":[0.01155393,0.0005426963,0.0006330874,0.001300444,0.0113094,0.02855238,0.02471752,0.00783235,0.00858557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006601078,"about_ca_system_score_gemma":0.01856906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006264132,"about_ca_topic_score_gemma":0.02656344,"domain_scores_codex":[0.9917234,0.004945491,0.0001795707,0.0004105845,0.0008627262,0.001878362],"domain_scores_gemma":[0.990657,0.004049289,0.0003085605,0.0009007709,0.001006374,0.00307791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006350828,0.0001538496,0.002071008,0.001051328,0.00001501776,0.001156178,0.1880306,0.000552834,0.001211876,0.3698702,0.2208186,0.2150051],"study_design_scores_gemma":[0.000005241312,0.00003437443,0.0006817763,0.0004695766,0.000003677574,0.0001775336,0.08980539,0.00009324284,0.000230039,0.0172899,0.8911936,0.00001582295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02495595,0.004978946,0.02064906,0.1852652,0.002973976,0.0002280705,0.0001143463,0.0005728899,0.7602616],"genre_scores_gemma":[0.6699671,0.007315076,0.02054123,0.04111337,0.001114476,0.0004591563,0.0002407907,0.0007536644,0.2584952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04314682,"threshold_uncertainty_score":0.1443405,"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."}}