{"id":"W4322494779","doi":"10.32920/22183729","title":"Island Tourism: Vulnerable or Resistant to Overtourism?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Tourism; Popularity; Mainland; Business; Destinations; Action (physics); Geography; Political science","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":[0.0009879882,0.000217725,0.0003638762,0.000869109,0.002885484,0.005504082,0.0007063023,0.001658574,0.00589111],"category_scores_gemma":[0.002935094,0.0002272586,0.0003068407,0.0009218433,0.005949572,0.003259588,0.005036369,0.00161948,0.0009074234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228881,"about_ca_system_score_gemma":0.001672603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01428415,"about_ca_topic_score_gemma":0.01986147,"domain_scores_codex":[0.9991762,0.0003219019,0.00003439939,0.00006651518,0.00008788842,0.0003130277],"domain_scores_gemma":[0.9987918,0.0001690387,0.0002889744,0.00008840469,0.0001519983,0.000509795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002854673,0.0002717246,0.3300165,0.001579312,0.0002466643,0.01409228,0.3788815,0.0004579499,0.004785962,0.07549067,0.03165176,0.1622403],"study_design_scores_gemma":[0.000009522025,0.0002041744,0.2222906,0.0009188749,0.0000836551,0.004705954,0.6576838,0.000297329,0.0004399291,0.01815112,0.09514485,0.00007022244],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8452611,0.003617404,0.0005818966,0.04744204,0.0002182725,0.00004572303,0.0001559758,0.00004508075,0.1026325],"genre_scores_gemma":[0.9916729,0.002489274,0.0001803403,0.001318852,0.00006541175,0.00001381067,0.00004642149,0.00001753337,0.004195456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01428415,"threshold_uncertainty_score":0.02840203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07027502332828067,"score_gpt":0.3471316679613122,"score_spread":0.2768566446330315,"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."}}