{"id":"W4407576894","doi":"10.4337/9781035347544.00010","title":"The climate change challenge: catalysing behavioural change through city branding - an exploratory analysis of cities in UK and Canada","year":2025,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Diverse Aspects of Tourism Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Exploratory analysis; Geography; Economic geography; Political science; Regional science; Ecology; Computer science; Data science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009573636,0.0004294291,0.0005209263,0.002379136,0.01310255,0.006641789,0.001262604,0.0008909816,0.00313403],"category_scores_gemma":[0.002443225,0.0003686494,0.0004439786,0.009972448,0.005494517,0.001455961,0.00327802,0.001138755,0.000266215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05679889,"about_ca_system_score_gemma":0.04349054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9777333,"about_ca_topic_score_gemma":0.9939656,"domain_scores_codex":[0.9989225,0.0002048721,0.00002452198,0.00009372799,0.0003095738,0.0004447586],"domain_scores_gemma":[0.9985797,0.0006200661,0.0001267643,0.00004662366,0.00034624,0.0002805386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008156645,0.00005328027,0.06881642,0.0003132302,0.00002508044,0.002711106,0.8767495,0.0007422228,0.001051606,0.01109672,0.007868174,0.0304911],"study_design_scores_gemma":[0.000002732341,0.00001659862,0.08319541,0.0001340761,0.00001800963,0.0002755211,0.875715,0.0004645587,0.0002799969,0.0004807254,0.03937052,0.00004678606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719183,0.001292424,0.0004801503,0.001041491,0.00002209889,0.00009618993,0.0007053553,0.00001599194,0.02442806],"genre_scores_gemma":[0.9833635,0.001872298,0.0009499156,0.0001949493,0.000005868221,0.00006380062,0.00045146,0.00004483356,0.01305349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05679889,"threshold_uncertainty_score":0.4121067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194739865920549,"score_gpt":0.3198628914980105,"score_spread":0.2003889049059556,"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."}}