{"id":"W4210671700","doi":"10.1108/tr-04-2021-0215","title":"Overcoming overtourism: a review of failure","year":2022,"lang":"en","type":"review","venue":"Tourism Review","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Tourism; Originality; Control (management); Limiting; Value (mathematics); Business; Marketing; Public relations; Political science; Management science; Economics; Computer science; Engineering; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.008419841,0.0008320184,0.006303197,0.0004410284,0.0006615111,0.00008100302,0.003488974,0.0003955867,0.05761756],"category_scores_gemma":[0.00468325,0.0007421779,0.003000764,0.002671214,0.0004363987,0.0003822624,0.001246772,0.00188694,0.0008326274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007464129,"about_ca_system_score_gemma":0.00318192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292832,"about_ca_topic_score_gemma":0.000047664,"domain_scores_codex":[0.9885163,0.004301448,0.002216578,0.00102911,0.002780403,0.001156195],"domain_scores_gemma":[0.9938557,0.001439214,0.002144868,0.001805025,0.0002563944,0.000498848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.688351e-7,0.00003680246,3.855658e-8,0.3080092,0.00009051473,0.0002431926,0.0000201215,3.300999e-9,2.535681e-9,0.0008719981,0.3014103,0.3893174],"study_design_scores_gemma":[0.00005310506,0.00002535035,3.013605e-8,0.4130932,0.001393713,0.00001600253,0.00003389317,3.140431e-8,1.805081e-8,0.0001066698,0.5848805,0.000397549],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.463546e-9,0.8792307,0.000001810671,0.002710502,0.0004393229,0.004616859,0.0001111179,0.0001247435,0.1127649],"genre_scores_gemma":[1.335349e-8,0.9883802,0.0003432673,0.00151297,0.0008424328,0.0006384681,0.0001366308,0.0001358705,0.008010168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3889199,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0951130297894887,"score_gpt":0.4227339664069588,"score_spread":0.32762093661747,"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."}}