{"id":"W4231271475","doi":"10.32920/ryerson.14638893.v1","title":"Is it the “outstanding universal value\" of heritage really global? : Measuring reputation using social media","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Geospatial analysis; Reputation; Social media; Perspective (graphical); User-generated content; World Wide Web; Computer science; Data science; Knowledge management; Geography; Sociology; Remote sensing","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":[0.002942951,0.0001782254,0.0003208974,0.002496576,0.0005248554,0.003750693,0.0004106011,0.0008338562,0.002249438],"category_scores_gemma":[0.01782833,0.0001309143,0.0002742543,0.003071879,0.001210367,0.004195806,0.00155653,0.0005670462,0.0003298837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008130349,"about_ca_system_score_gemma":0.0003365614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002398896,"about_ca_topic_score_gemma":0.003316616,"domain_scores_codex":[0.9984151,0.0006666731,0.0001091207,0.0002177123,0.0004496535,0.0001416762],"domain_scores_gemma":[0.9851353,0.006718999,0.004614849,0.0008242254,0.001495132,0.001211608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002207275,0.0001996828,0.909675,0.0002148967,0.0002610193,0.0001240211,0.005703729,0.0007941513,0.001378127,0.006122459,0.001199042,0.07410711],"study_design_scores_gemma":[0.000008826374,0.0002905221,0.9691377,0.0001597548,0.0001658371,0.0002598905,0.01351593,0.005809498,0.001518901,0.005666037,0.003396621,0.00007052448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790817,0.0004159571,0.002295423,0.0007069079,0.0000342708,0.00002306101,0.0002493253,0.00001588566,0.01717737],"genre_scores_gemma":[0.9992508,0.00006875095,0.000373804,0.0000187833,0.00001374749,0.000004804318,0.00004216395,0.000003248133,0.0002239527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003750693,"threshold_uncertainty_score":0.01556396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2806347511692606,"score_gpt":0.2936118101526633,"score_spread":0.01297705898340268,"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."}}