{"id":"W4389519658","doi":"10.11646/zootaxa.5383.2.5","title":"Alpheid shrimps of the genera Athanas Leach, 1814, Athanopsis Coutière, 1897 and Pseudathanas Bruce, 1983 of the coasts of the Arabian Peninsula (Malacostraca: Decapoda: Caridea)","year":2023,"lang":"en","type":"article","venue":"Zootaxa","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Caridea; Genus; Biology; Malacostraca; Zoology; Peninsula; Decapoda; Fishery; Ecology; Crustacean","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":[0.0001631052,0.0005710753,0.0002434328,0.001462551,0.001089957,0.000378543,0.0003630342,0.0003070143,0.002817032],"category_scores_gemma":[0.0002296829,0.0001886022,0.0002462087,0.001115679,0.00036582,0.0004662755,0.001016098,0.0003030733,0.0005554908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002990807,"about_ca_system_score_gemma":0.0004319643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00323622,"about_ca_topic_score_gemma":0.01034574,"domain_scores_codex":[0.9997579,0.00001521125,0.00004086908,0.00006687317,0.00008346815,0.000035613],"domain_scores_gemma":[0.9996654,0.0000385556,0.0001736297,0.00002971157,0.00005572567,0.00003694876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00032906,0.0001175312,0.6018049,0.0008642859,0.0002626253,0.006040444,0.007656397,0.0002401949,0.09383436,0.0007842351,0.001471992,0.2865939],"study_design_scores_gemma":[0.00002771622,0.0003450199,0.9146847,0.0001919633,0.0001728904,0.01325269,0.00799928,0.0002022691,0.007027646,0.0004294133,0.05561108,0.00005529904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835625,0.002656013,0.0005640724,0.00004597132,0.00003921855,0.0000824606,0.0003218635,0.00002924588,0.0126987],"genre_scores_gemma":[0.9910715,0.001885287,0.001855761,0.0001336816,0.00003485117,0.00005498013,0.0005682983,0.000003960627,0.004391721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00323622,"threshold_uncertainty_score":0.009423912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188902243067065,"score_gpt":0.2136406663832082,"score_spread":0.2017516439525376,"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."}}