{"id":"W4323304416","doi":"10.18280/ijdne.180115","title":"Use of the Aquatic Mayfly (Insecta: Ephemeroptera) as Environmental Bio-Indicator in Jordan","year":2023,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Jordan","keywords":"Mayfly; Baetidae; Environmental science; Ecology; Hydrology (agriculture); Biology; Invertebrate; Engineering; Geotechnical engineering; Larva","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001245362,0.0002693564,0.0001456001,0.0007573919,0.0005174537,0.000437739,0.0002129533,0.0001755223,0.0006080316],"category_scores_gemma":[0.0001739532,0.00009195407,0.0001016962,0.0005065891,0.0003027291,0.0002691944,0.0002802364,0.0001218953,0.0001219765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039081,"about_ca_system_score_gemma":0.0003330698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006438456,"about_ca_topic_score_gemma":0.03252837,"domain_scores_codex":[0.9999136,0.00001393938,0.000006879402,0.00002132441,0.00002429623,0.00001996522],"domain_scores_gemma":[0.9998185,0.00001660513,0.00008377426,0.000005321977,0.0000399709,0.00003587067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002197315,0.00009332358,0.8971984,0.0002451951,0.0000479177,0.002005039,0.003552646,0.0002689761,0.04447641,0.0001201807,0.0002674968,0.05150475],"study_design_scores_gemma":[0.000005381096,0.0002816831,0.9832275,0.00003508832,0.00003069545,0.001216916,0.005992491,0.0003249675,0.004110178,0.00007686194,0.004686387,0.00001183819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983833,0.00031361,0.00007652483,0.00003323226,0.000001924676,0.000006717945,0.0000757014,0.000004566632,0.001104415],"genre_scores_gemma":[0.9981484,0.0003613156,0.0005275744,0.0000397223,0.000003803351,0.000004642226,0.0001156202,0.000001170899,0.0007976421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006438456,"threshold_uncertainty_score":0.012802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156904696214399,"score_gpt":0.2119255110355527,"score_spread":0.2003564640734088,"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."}}