{"id":"W3126064655","doi":"10.1002/wcc.700","title":"Risks to future atoll habitability from climate‐driven environmental changes","year":2021,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Climate Change","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Office of the Royal Society; Agence de l'Environnement et de la Maîtrise de l'Energie; Agence Nationale de la Recherche; Commonwealth Scientific and Industrial Research Organisation; Gordon and Betty Moore Foundation; Walton Family Foundation; David and Lucile Packard Foundation","keywords":"Habitability; Atoll; Geography; Climate change; Human settlement; Coastal erosion; Shore; Environmental science; Fishery; Oceanography; Reef; 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":[0.0004419601,0.0003583227,0.0001939419,0.0007178406,0.0005097548,0.001864263,0.0004510236,0.0007144977,0.0041223],"category_scores_gemma":[0.001455398,0.0001189427,0.0006569257,0.0008507026,0.0004968669,0.0007398003,0.001866951,0.0006904573,0.0004073189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077268,"about_ca_system_score_gemma":0.0006757826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02022742,"about_ca_topic_score_gemma":0.02508704,"domain_scores_codex":[0.9997011,0.00006467956,0.00002047527,0.0000512713,0.00008020942,0.00008218956],"domain_scores_gemma":[0.9986694,0.0001260713,0.0005991627,0.0000771171,0.0002550865,0.0002730966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002058725,0.00005426541,0.9407303,0.0001687604,0.0003415352,0.001135176,0.000714888,0.02718917,0.003334477,0.004279626,0.002470984,0.01937495],"study_design_scores_gemma":[0.000007810188,0.0002790125,0.9505944,0.0001281241,0.0001235837,0.0007122821,0.003697739,0.02391653,0.00107081,0.008202207,0.01116439,0.0001031035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795577,0.0005682815,0.002507843,0.001027881,0.00005467747,0.00003462414,0.002192643,0.00004707769,0.01400925],"genre_scores_gemma":[0.9974618,0.0003745962,0.0004034457,0.00007581943,0.00002177475,0.00001442505,0.0005037428,0.000008309687,0.001136126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02022742,"threshold_uncertainty_score":0.04021931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06150460140430018,"score_gpt":0.3104090058339878,"score_spread":0.2489044044296876,"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."}}