{"id":"W4365998489","doi":"10.22148/001c.38966","title":"Heritage site-seeing through the visitor’s lens on Instagram","year":2022,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford","keywords":"Visitor pattern; Tourism; Heritage tourism; Context (archaeology); Social media; Cultural heritage; Narrative; Object (grammar); Destinations; Historic site; Geography; Visual arts; Cultural heritage management; Archaeology; Computer science; World Wide Web; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001164427,0.00009611236,0.0001859953,0.00006789397,0.001557135,0.0002596574,0.0007714701,0.00003553645,0.000691386],"category_scores_gemma":[0.0004349824,0.00005758512,0.0002468163,0.0004939408,0.0002127289,0.0005846726,0.0001777509,0.0007685815,0.00003823111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003607878,"about_ca_system_score_gemma":0.0001824435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006060402,"about_ca_topic_score_gemma":0.0001780435,"domain_scores_codex":[0.9971718,0.0003721711,0.0002918672,0.0001035139,0.001740255,0.0003203595],"domain_scores_gemma":[0.9989278,0.0002162683,0.0003070094,0.0001396475,0.0003165533,0.00009272958],"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":[0.0004513081,0.0008749514,0.003313153,0.00002512614,0.0007506032,0.003199804,0.16344,0.04069144,0.001059909,0.1285293,0.6497427,0.00792164],"study_design_scores_gemma":[0.0003320829,0.0003715317,0.0004497938,0.00001609429,0.00005388013,0.00002090303,0.1157123,0.0001640841,0.00005696316,0.001640265,0.8810498,0.0001323001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7765657,0.0005094863,0.00002812685,0.05640073,0.001437807,0.0002313522,0.00001768076,0.00003454283,0.1647746],"genre_scores_gemma":[0.9910039,0.0002510548,0.0001720947,0.0007177259,0.001082578,9.962853e-7,9.972221e-7,0.000007570005,0.00676306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.231307,"threshold_uncertainty_score":0.9997427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06141230905664609,"score_gpt":0.3566757929847076,"score_spread":0.2952634839280616,"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."}}