{"id":"W2029191394","doi":"10.3354/cr01183","title":"Differential climate preferences of international beach tourists","year":2013,"lang":"en","type":"article","venue":"Climate Research","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Tourism; Climate change; Geography; Temperate climate; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002571068,0.000121264,0.0002257041,0.0004864826,0.0007181952,0.0004759066,0.001572389,0.0001470452,0.01719241],"category_scores_gemma":[0.0009181656,0.0001094445,0.0001036324,0.0005093117,0.001234893,0.0006158985,0.0009046143,0.0005154081,0.001567005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001602062,"about_ca_system_score_gemma":0.0002034303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007362816,"about_ca_topic_score_gemma":0.0004794076,"domain_scores_codex":[0.9945204,0.0007116797,0.0003330549,0.0003851059,0.002741321,0.001308472],"domain_scores_gemma":[0.9973963,0.0005980207,0.00009231344,0.0003545208,0.00124606,0.0003128069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005112504,0.00272602,0.3001148,0.0006781096,0.0004436913,0.0002331901,0.01867931,0.00001343768,0.02483232,0.2850522,0.2036534,0.1630623],"study_design_scores_gemma":[0.005072914,0.001525045,0.5787142,0.0009708991,0.00006834068,0.000008215761,0.1204304,0.002104057,0.02611299,0.07734475,0.1855244,0.002123806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6657104,0.00009129845,0.000003700969,0.00266168,0.0003559449,0.0005206393,0.00003812367,0.00005573677,0.3305624],"genre_scores_gemma":[0.9941072,0.002844778,0.0002212147,0.000007616135,0.0004885892,0.00008267709,0.00002872472,0.00001722811,0.002201931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3283968,"threshold_uncertainty_score":0.9992473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026988964622735,"score_gpt":0.4376066551338632,"score_spread":0.3349077586715897,"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."}}