{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001172206,0.0003537491,0.0002866704,0.0009511285,0.0003696751,0.0006799145,0.0002707098,0.0003443149,0.0007628604],"category_scores_gemma":[0.005143665,0.0002208831,0.0005093487,0.0004099192,0.001171236,0.0007260079,0.001609918,0.0004036118,0.00008628554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005531832,"about_ca_system_score_gemma":0.0002061568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003620784,"about_ca_topic_score_gemma":0.003683001,"domain_scores_codex":[0.9994766,0.0001971513,0.00003577411,0.0001514388,0.00006107073,0.00007801357],"domain_scores_gemma":[0.9966653,0.00138552,0.001085257,0.0003726562,0.0001141954,0.0003771641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005655236,0.0001140727,0.9217367,0.0001132037,0.0006715186,0.0001558982,0.000785487,0.042005,0.02224985,0.001551996,0.0001370285,0.009913756],"study_design_scores_gemma":[0.00001116755,0.0001693793,0.958226,0.0000146356,0.00005472035,0.000137317,0.0003592752,0.0366348,0.001144768,0.003039654,0.0001796624,0.00002867471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991129,0.00004565716,0.0005913428,0.00002207516,7.109101e-7,0.000002104574,0.00006140895,0.000008443647,0.0001552753],"genre_scores_gemma":[0.9996688,0.00001044519,0.0002418766,0.000004428096,7.919161e-7,0.000003008291,0.00004594795,0.000001342042,0.0000233453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003620784,"threshold_uncertainty_score":0.007199407,"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."}}