{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004375106,0.0005437012,0.0009432818,0.00004438933,0.0005414849,0.00007809608,0.000478083,0.0001371234,0.006715868],"category_scores_gemma":[0.00002057243,0.0004437667,0.0003324648,0.0003196443,0.0001276196,0.0004146799,0.008920489,0.0002711628,0.007894804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004190309,"about_ca_system_score_gemma":0.000004639446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009417806,"about_ca_topic_score_gemma":0.006475748,"domain_scores_codex":[0.9966547,0.0002828346,0.0006735479,0.001171101,0.0003488993,0.0008689575],"domain_scores_gemma":[0.9983945,0.00006245711,0.0002493488,0.0009440412,0.00001070945,0.0003388992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001932894,0.0009499516,0.611034,0.0007076795,0.00008929649,0.0002853379,0.0156426,0.000004310271,0.00926701,0.00005162515,0.04223856,0.3195364],"study_design_scores_gemma":[0.0004376507,0.0003391993,0.446547,0.0009010195,0.0001331666,0.00004459022,0.005237979,0.000116269,0.0002707337,0.000212258,0.5448113,0.000948794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543614,0.01904001,0.00001897646,0.01043966,0.00237407,0.002328974,0.001623669,0.0001750483,0.009638164],"genre_scores_gemma":[0.8793051,0.107739,0.001722305,0.004116809,0.002975457,0.002702747,0.0009408913,0.0001289717,0.0003687033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5025727,"threshold_uncertainty_score":0.9998014,"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."}}