{"id":"W1980402261","doi":"10.1080/10645570701263396","title":"The Great Sustainability Challenge: How Visitor Studies Can Save Cultural Institutions in the 21st Century","year":2007,"lang":"en","type":"article","venue":"Visitor Studies","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Visitor pattern; Government (linguistics); Public relations; Cultural heritage; Quarter (Canadian coin); Business; Political science; Sociology; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006664674,0.0003318805,0.0003726147,0.00005015918,0.003484788,0.0003978705,0.000389537,0.00005402942,0.00001692262],"category_scores_gemma":[0.0003385652,0.0001462628,0.0001689605,0.0001222033,0.001353392,0.0003097091,0.000202225,0.0003147378,0.000008733461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003787862,"about_ca_system_score_gemma":0.00004298324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004249217,"about_ca_topic_score_gemma":0.04737125,"domain_scores_codex":[0.9981849,0.0001417099,0.0003458581,0.0003380017,0.0003813505,0.0006082458],"domain_scores_gemma":[0.998319,0.0004212467,0.0001144018,0.000369024,0.0007207815,0.00005557594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004802554,0.0001199458,0.0004875445,0.0001599836,0.0003889152,0.00004764034,0.4281113,0.000001280526,0.00000798108,0.5455419,0.01334675,0.01173862],"study_design_scores_gemma":[0.0001609534,0.00007913067,0.00207106,0.00003001362,0.0000288153,0.000001873359,0.5258568,4.583312e-7,0.000004962176,0.0005705553,0.471057,0.0001383266],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7102295,0.1391919,5.963356e-7,0.07870845,0.00775275,0.001935424,0.00009832675,0.0002539838,0.06182904],"genre_scores_gemma":[0.9816391,0.01209587,0.000004791504,0.0002491047,0.002962593,0.0001107172,0.000005765086,0.00001227273,0.002919736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5449714,"threshold_uncertainty_score":0.9978126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08532159205351461,"score_gpt":0.3344382647722093,"score_spread":0.2491166727186947,"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."}}