{"id":"W2916317995","doi":"10.1080/02705060.2019.1574921","title":"Distinctive macroinvertebrate communities in a subtropical river network","year":2019,"lang":"en","type":"article","venue":"Journal of Freshwater Ecology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Texas Water Development Board; Texas Parks and Wildlife Department","keywords":"Ecoregion; Tributary; STREAMS; Drainage basin; Spatial ecology; Community structure; Environmental science; Subtropics; Spatial variability; Ecology; Geography; Hydrology (agriculture); Physical geography; Geology; Cartography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001367197,0.0001316417,0.0001341894,0.0006769606,0.0003295521,0.0002633646,0.0001035851,0.00008275441,0.0004363398],"category_scores_gemma":[0.0003728415,0.00007872985,0.00008874576,0.0004727296,0.0003200904,0.0002298615,0.0004946947,0.00007039557,0.00004512095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358116,"about_ca_system_score_gemma":0.0001600869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01172446,"about_ca_topic_score_gemma":0.03590641,"domain_scores_codex":[0.9999216,0.00002080432,0.000005264973,0.00002764342,0.00001135509,0.00001343417],"domain_scores_gemma":[0.9998312,0.00002959294,0.00006174813,0.00001532989,0.00002846796,0.00003360788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007530789,0.00001413532,0.9852201,0.00001605759,0.00003371952,0.00008571951,0.001013853,0.0003314094,0.007181592,0.00007732931,0.00004726866,0.005903598],"study_design_scores_gemma":[8.629186e-7,0.00001290695,0.9989026,0.000002322945,0.000004168651,0.00003479647,0.0005032124,0.0003529226,0.00008624975,0.0000288605,0.00006965858,0.000001427877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998592,0.00001072297,0.00003121876,0.000003096791,1.273946e-7,7.397669e-7,0.00001631705,6.573703e-7,0.0000778149],"genre_scores_gemma":[0.9997939,0.00001628351,0.00008299125,0.000003713576,5.711225e-7,0.000001975303,0.00005754082,3.202262e-7,0.00004265099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01172446,"threshold_uncertainty_score":0.02331245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00785265749683735,"score_gpt":0.1909834608957606,"score_spread":0.1831308033989232,"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."}}