{"id":"W2739607583","doi":"10.1093/biosci/bix078","title":"Terrestrial Invertebrates in the Riparian Zone: Mechanisms Underlying Their Unique Diversity","year":2017,"lang":"en","type":"article","venue":"BioScience","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Riparian zone; Ecology; Invertebrate; Environmental science; Geography; Riparian forest; Biodiversity; Ecosystem; Threatened species; Biology; Habitat","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000746797,0.00012268,0.0001126338,0.00003535445,0.002436678,0.0002310904,0.002208571,0.00008316976,0.000467099],"category_scores_gemma":[0.00008002802,0.00008497155,0.00004287831,0.0001431757,0.0009248963,0.0007379209,0.001826497,0.0001544945,0.0003412192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005125,"about_ca_system_score_gemma":0.00001897402,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01082543,"about_ca_topic_score_gemma":0.02852627,"domain_scores_codex":[0.9987896,0.000117665,0.0001077954,0.000360216,0.0002440716,0.0003806288],"domain_scores_gemma":[0.9992726,0.0000443942,0.00009794262,0.0005094428,0.000002920506,0.00007264475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009698649,0.0003638876,0.9011862,0.000009162997,0.00001308549,0.0002323797,0.01134925,0.0002601842,0.05670435,0.01238867,0.01189524,0.005500627],"study_design_scores_gemma":[0.0009020983,0.0001964164,0.9482886,0.00001274698,0.00001014385,0.00001815493,0.002061109,0.009921096,0.005859881,0.02949156,0.002865365,0.0003727892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878629,0.000003214381,0.00122101,0.002812902,0.0005845366,0.0002253041,0.000008774019,0.00002609304,0.007255193],"genre_scores_gemma":[0.9979529,0.000007562294,0.0002916194,0.001522521,0.0000116053,0.000003710755,0.00000180133,0.000002885811,0.0002054338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05084446,"threshold_uncertainty_score":0.998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06180522799493506,"score_gpt":0.246722317105,"score_spread":0.184917089110065,"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."}}