{"id":"W4412612161","doi":"10.1371/journal.pwat.0000389","title":"Water, people and climate-change exposure in the Western Pacific: Anticipating the arrival of a ‘perfect storm’","year":2025,"lang":"en","type":"article","venue":"PLOS Water","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Australian Centre for International Agricultural Research","keywords":"Storm; Climate change; Environmental science; Climatology; Winter storm; Meteorology; Oceanography; Geography; Geology","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":[0.0005104221,0.0001502598,0.0001397905,0.0004536616,0.001136328,0.001263257,0.0002840193,0.000556795,0.001505864],"category_scores_gemma":[0.00217825,0.000186937,0.0002529981,0.0006990377,0.001015501,0.001503811,0.001320992,0.001070462,0.0001046619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008602799,"about_ca_system_score_gemma":0.001172957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1178046,"about_ca_topic_score_gemma":0.1805311,"domain_scores_codex":[0.9997876,0.00006962914,0.00001330437,0.00002132391,0.00003330678,0.00007489027],"domain_scores_gemma":[0.9991456,0.0001504999,0.0003461192,0.00002267472,0.00008863976,0.0002464055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002780459,0.00008933773,0.9756575,0.00002885028,0.00002485371,0.0002054557,0.01731814,0.0001087561,0.00008741408,0.000252679,0.0003543601,0.005844754],"study_design_scores_gemma":[0.000001558987,0.00006666399,0.9366034,0.00003956399,0.00001321457,0.00007206529,0.06156076,0.0002596639,0.00004484252,0.0002884154,0.001041816,0.000008012762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970829,0.0001023013,0.00004077999,0.0006134345,0.000005719954,0.000007447858,0.00003995856,9.448898e-7,0.002106525],"genre_scores_gemma":[0.9994043,0.000217604,0.00007432163,0.00008475978,0.000004242773,0.000007025582,0.00003343274,5.784674e-7,0.0001736589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178046,"threshold_uncertainty_score":0.2342378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124633901616479,"score_gpt":0.3149750389059159,"score_spread":0.2025116487442681,"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."}}