{"id":"W7128531703","doi":"10.64903/1480-6800.20.2.237","title":"New Records of Freshwater Crustaceans from Vernal Pools of Qatar Including Large Branchiopods and a Mysid Shrimp, a Natural Resource of Economic Importance for the Aquaculture Industry","year":2017,"lang":"","type":"article","venue":"Arab world geographer","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anostraca; Branchiopoda; Crustacean; Shrimp; Cladocera; Invertebrate; Ecosystem; Aquaculture; Zooplankton","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":[0.0002627379,0.0002322252,0.0001788074,0.001198724,0.0005880979,0.0004561598,0.0002298871,0.0001953716,0.0009390953],"category_scores_gemma":[0.0003143352,0.0001793487,0.000163059,0.0008732291,0.0003931029,0.0003358524,0.0006007207,0.0001809948,0.0001601553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003478954,"about_ca_system_score_gemma":0.0005161736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02628719,"about_ca_topic_score_gemma":0.07857794,"domain_scores_codex":[0.9998702,0.00001722503,0.00001717356,0.00004055435,0.00002497723,0.0000298834],"domain_scores_gemma":[0.9996512,0.0000273937,0.000149178,0.00003536982,0.00007569272,0.0000611795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005078745,0.00001277042,0.9685773,0.00006986466,0.00004080365,0.0007810965,0.002863665,0.00008440719,0.01327191,0.00006529976,0.0002868814,0.0138952],"study_design_scores_gemma":[0.000001272975,0.00003367432,0.99818,0.000008799876,0.000008772048,0.0003376364,0.0003296453,0.00004184811,0.0001643086,0.00001232896,0.0008791001,0.000002608171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985391,0.0004546012,0.0001142636,0.00002865813,0.000003725079,0.000006392851,0.0003651641,0.000004976622,0.0004831371],"genre_scores_gemma":[0.9977851,0.0002869325,0.000437901,0.00004880777,0.000005663509,0.000006093641,0.0009324054,0.0000012561,0.0004958601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02628719,"threshold_uncertainty_score":0.05226839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349488228526441,"score_gpt":0.2559955373006333,"score_spread":0.2425006550153689,"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."}}