{"id":"W4391996719","doi":"10.1080/14724049.2024.2320698","title":"Visitor outcomes from dark sky tourism: a case study of the Jasper Dark Sky Festival","year":2024,"lang":"en","type":"article","venue":"Journal of Ecotourism","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Visitor pattern; Sky; Dark tourism; Tourism; Geography; Meteorology; Computer science; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008272533,0.0002517693,0.0004638572,0.00009461742,0.0002125784,0.00007898438,0.0005132661,0.0001049511,0.001772407],"category_scores_gemma":[0.00005789233,0.0001487816,0.0002893724,0.0001751655,0.0001248238,0.0004565216,0.0002589451,0.0006335949,0.0001101665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216936,"about_ca_system_score_gemma":0.00006321045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001329098,"about_ca_topic_score_gemma":0.0002335405,"domain_scores_codex":[0.9974126,0.000208788,0.000818519,0.0002558725,0.000915845,0.0003884046],"domain_scores_gemma":[0.9985816,0.0002573971,0.000449014,0.000425826,0.000009872557,0.0002762732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009335882,0.001487047,0.9045995,0.00002364426,0.0003328497,0.00832831,0.01191389,0.0001803276,0.003083801,0.00000492754,0.06317709,0.006775182],"study_design_scores_gemma":[0.00131633,0.0008751056,0.9804775,0.0001001085,0.0002044444,0.001085048,0.003966908,0.00007648545,0.0005791772,0.0006462192,0.01041744,0.0002552759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919402,0.0002863946,0.00002820102,0.002411234,0.001672519,0.0003503092,0.00001410235,0.00001414331,0.003282879],"genre_scores_gemma":[0.9973113,0.00004193768,0.0003665652,0.0002697769,0.0006591465,0.000003399952,4.666776e-7,0.00003220839,0.00131521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07587788,"threshold_uncertainty_score":0.9991401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679889405433216,"score_gpt":0.2764808491163195,"score_spread":0.2596819550619874,"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."}}