{"id":"W3170437124","doi":"","title":"Evaluation of multi-assemblage metrics and temperate indices as indicators of human impact in Lake Ziway, Ethiopia","year":2020,"lang":"en","type":"article","venue":"Ethiopian Journal of Biological Sciences","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diatom; Littoral zone; Biomonitoring; Benthos; Environmental science; Ecology; Habitat; Benthic zone; Geography; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005855492,0.0005104593,0.0002662704,0.001837726,0.0003772322,0.0009626569,0.0002023936,0.0001713335,0.0004815248],"category_scores_gemma":[0.0008127929,0.0002108489,0.0002571912,0.001530517,0.00030533,0.0004525667,0.0008574761,0.0001720712,0.00007694267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007107283,"about_ca_system_score_gemma":0.0004260947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787696,"about_ca_topic_score_gemma":0.04910919,"domain_scores_codex":[0.9996955,0.00006228478,0.00004035515,0.00004856465,0.00008529395,0.00006790519],"domain_scores_gemma":[0.9996083,0.00003796582,0.0001842675,0.00001408004,0.00009748556,0.00005799839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005027885,0.00002001803,0.9921416,0.00002751147,0.00004356146,0.0001233797,0.000584447,0.0001237986,0.001110766,0.00003407472,0.00004196154,0.005698549],"study_design_scores_gemma":[0.000001606542,0.00005012628,0.9978771,0.00001130608,0.00001735561,0.00006864766,0.001135395,0.0003913307,0.0002296736,0.00002080233,0.000191748,0.00000481129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994001,0.00008079567,0.0001064274,0.000011758,0.000001201442,0.000009551936,0.000129422,0.00000208999,0.0002585548],"genre_scores_gemma":[0.9992901,0.00008482901,0.0003347293,0.000006197112,0.000001696829,0.000009597378,0.0001537145,7.910803e-7,0.0001183969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01787696,"threshold_uncertainty_score":0.03554577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209880723947163,"score_gpt":0.3772749602622185,"score_spread":0.2562868878675022,"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."}}