{"id":"W2918936118","doi":"10.1126/sciadv.aav6420","title":"Tropical fish diversity enhances coral reef functioning across multiple scales","year":2019,"lang":"en","type":"article","venue":"Science Advances","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Bigelow Laboratory for Ocean Sciences; National Science Foundation","keywords":"Coral reef; Coral; Fish <Actinopterygii>; Diversity (politics); Resilience of coral reefs; Coral reef fish; Ecosystem; Ecology; Reef; Coral reef protection; Herbivore; Fishery; Environmental issues with coral reefs; Aquaculture of coral; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002295151,0.0001179326,0.000153948,0.00001987164,0.0012995,0.00006685155,0.0004669102,0.00002199112,0.0003351394],"category_scores_gemma":[0.000104682,0.00009227151,0.00004665733,0.000471746,0.0009172515,0.001581293,0.001823965,0.00008771746,0.0007502374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177435,"about_ca_system_score_gemma":0.000008854167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002634908,"about_ca_topic_score_gemma":0.004257237,"domain_scores_codex":[0.998358,0.00001608638,0.0001387186,0.0004991436,0.0005313219,0.0004567945],"domain_scores_gemma":[0.9995456,0.00006323314,0.00007846377,0.0001958604,0.00002142404,0.0000953971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001789417,0.00002009891,0.9773642,0.000006431079,0.000001493887,0.000001192131,0.0002328699,0.00009090926,0.006896738,0.00001867198,0.0001918717,0.01515765],"study_design_scores_gemma":[0.0002234913,0.0001024886,0.9774075,0.00001224612,0.000002154296,0.0000029712,0.000946322,0.0002786811,0.004126455,0.0002494076,0.01648732,0.0001609227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929974,0.00006764345,0.0001492666,0.0001883698,0.001043042,0.000148558,0.000006666554,0.00006032049,0.005338703],"genre_scores_gemma":[0.9970372,0.00002369696,0.0004595195,0.000120498,0.00005367128,0.000007372496,8.916559e-7,0.000003097499,0.002293991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01629545,"threshold_uncertainty_score":0.9994832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038207839200798,"score_gpt":0.2403745786602979,"score_spread":0.2299925002682899,"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."}}