{"id":"W4281813527","doi":"10.3389/fevo.2022.780406","title":"Functional Richness and Resilience in Coral Reef Communities","year":2022,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Coral; Coral reef; Ecology; Species richness; Reef; Resistance (ecology); Ecosystem; Resilience of coral reefs; Biology; Trait; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002516976,0.00005071616,0.00009773498,0.00006260119,0.0003043181,0.000003208289,0.00005129269,0.00002627319,0.00009259924],"category_scores_gemma":[0.00001230713,0.00005302506,0.000006553399,0.0001390223,0.0002030122,0.0001008811,0.0004184451,0.0001436672,0.000002804504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002458925,"about_ca_system_score_gemma":0.000005841903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009485101,"about_ca_topic_score_gemma":0.00639258,"domain_scores_codex":[0.9994795,0.0001139463,0.00009978678,0.0001135383,0.0000590832,0.0001341088],"domain_scores_gemma":[0.9998762,0.00002801005,0.00002714996,0.00005122928,0.000001956072,0.00001546855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005164065,0.00003076446,0.990256,0.000003802475,0.000001753222,0.00000280216,0.0003778993,0.0004422778,0.000009080424,0.000149683,0.007765351,0.0009089265],"study_design_scores_gemma":[0.0002820445,0.00008136684,0.985096,0.000001920042,0.000002140531,0.00001429326,0.005599561,0.003780335,3.407408e-7,0.003725904,0.00135594,0.00006012711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976784,0.0003328652,0.0001296348,0.0003019751,0.0005800031,0.00009087958,0.000003032896,0.000007798038,0.0008754293],"genre_scores_gemma":[0.9989804,0.00006993008,0.0001438531,0.00005834204,0.000007892452,0.00006438036,0.000005055447,0.000001800504,0.000668316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006409411,"threshold_uncertainty_score":0.356721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00672230910327464,"score_gpt":0.1810711925460882,"score_spread":0.1743488834428136,"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."}}