{"id":"W4386916665","doi":"10.1016/j.ocecoaman.2023.106839","title":"Discussion of: Spencer, N., Strobl, E. and Campbell, A., 2022. Sea level rise under climate change: Implications for beach tourism in the Caribbean","year":2023,"lang":"en","type":"article","venue":"Ocean & Coastal Management","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Tourism; Climate change; Oceanography; Coastal management; Geography; Sea level rise; Sea level; Sediment; Beach nourishment; Physical geography; Environmental science; Geology; Archaeology; Geomorphology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003712142,0.0001280712,0.0001284778,0.000132645,0.000171181,0.00005011942,0.0002313671,0.00002838996,0.00002894104],"category_scores_gemma":[0.000004882937,0.00007783972,0.00004793354,0.0003831342,0.00006452761,0.000137124,0.0001908874,0.00008202536,0.000007478451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004453248,"about_ca_system_score_gemma":0.000008081645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018324,"about_ca_topic_score_gemma":0.01472142,"domain_scores_codex":[0.9990218,0.00003545466,0.0001964545,0.0002568466,0.0001629442,0.0003265058],"domain_scores_gemma":[0.9995635,0.00006601424,0.00006872688,0.0002264436,0.00001771946,0.00005763697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001123624,0.0001172847,0.364076,0.0004433225,0.00004972806,0.00002766468,0.001366584,0.001529931,0.000013,0.01740938,0.01172122,0.6031335],"study_design_scores_gemma":[0.000397615,0.0001199233,0.9692519,0.00002958499,0.00003498682,0.000002942557,0.003712113,0.01063239,0.000001134895,0.006913415,0.008758208,0.0001457901],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9088013,0.0004006353,0.003531417,0.04717933,0.0008560193,0.005828427,0.01237336,0.0001900232,0.02083954],"genre_scores_gemma":[0.9962519,0.0005415742,0.0002886467,0.000161319,0.00005930532,0.00001524317,0.001361004,0.000006329363,0.001314656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6051759,"threshold_uncertainty_score":0.8214899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04042096620033569,"score_gpt":0.2609077116105966,"score_spread":0.2204867454102609,"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."}}