{"id":"W3109137188","doi":"10.1016/j.fooweb.2020.e00181","title":"Functional and trophic diversity of tropical headwater stream communities inferred from carbon, nitrogen and hydrogen stable isotope ratios","year":2020,"lang":"en","type":"article","venue":"Food Webs","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; Burapha University; Royal Golden Jubilee (RGJ) Ph.D. Programme; Thailand Research Fund","keywords":"Trophic level; Food web; Ecology; Isotope analysis; Guild; Benthic zone; Invertebrate; Biology; Environmental science; Habitat","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003976938,0.00009828978,0.0002045787,0.00001894831,0.0001496266,0.00001262158,0.0001253724,0.00005932345,0.001166257],"category_scores_gemma":[0.00001977252,0.00009156377,0.00003208368,0.00007474889,0.0002611202,0.000112632,0.0007791105,0.000104023,0.00002065567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002992388,"about_ca_system_score_gemma":0.000009691386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344607,"about_ca_topic_score_gemma":0.001962125,"domain_scores_codex":[0.9992844,0.0001029117,0.0001531103,0.0001657635,0.0001545679,0.0001392783],"domain_scores_gemma":[0.9996399,0.00005732402,0.00005146153,0.0001434121,0.000008388503,0.0000995418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005424979,0.00003446352,0.99608,0.000003981834,0.00008495915,0.000001798871,0.001159478,0.0002693949,0.001949688,0.00002436639,0.0002600013,0.00007755434],"study_design_scores_gemma":[0.001317283,0.0008816197,0.9749109,0.000004754365,0.0001770906,0.000004122352,0.001269901,0.007049075,0.01027228,0.002827514,0.001036184,0.0002493107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985846,0.00007648733,0.00003926627,0.0006019496,0.00001588089,0.0001079834,0.00004588134,0.00001492477,0.0005130665],"genre_scores_gemma":[0.9993105,0.00002134182,0.00015065,0.0004205727,0.00002815676,0.000005728656,0.00002945878,0.000006127279,0.00002747943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0211692,"threshold_uncertainty_score":0.9997468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207621262590234,"score_gpt":0.1897345223590072,"score_spread":0.1689723960999838,"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."}}