{"id":"W4248537632","doi":"10.11646/zootaxa.3802.4.8","title":"The family Hyalidae (Crustacea: Amphipoda: Talitroidea) from Korean waters. 1. Genus Ptilohyale Bousfield &amp;amp; Hendrycks, 2002","year":2014,"lang":"en","type":"article","venue":"Zootaxa","topic":"Marine and Coastal Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"National Institute of Biological Resources","keywords":"Biology; Amphipoda; Crustacean; Genus; Key (lock); Zoology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003847643,0.0002972751,0.0002783235,0.00007385237,0.0002641845,0.0002723368,0.0005821401,0.0001532313,0.0007488831],"category_scores_gemma":[0.0001765945,0.0002278275,0.0001458936,0.0002002726,0.0001026989,0.0001257277,0.000273112,0.00051514,0.002834737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005629322,"about_ca_system_score_gemma":0.00002977237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004076119,"about_ca_topic_score_gemma":0.002611339,"domain_scores_codex":[0.9978855,0.0001044705,0.00033897,0.0003466693,0.0005135773,0.0008107704],"domain_scores_gemma":[0.9984268,0.0002620662,0.00004378916,0.0009495388,0.00007563407,0.0002421801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001171634,0.00008603624,0.005134028,0.000128513,0.0003245175,0.00003556845,0.0009230957,0.001312379,0.005240031,0.001852746,0.3827253,0.6021206],"study_design_scores_gemma":[0.0003237387,0.00003277196,0.001051219,0.00001753854,0.0000182557,0.000003760632,0.0001101299,0.002054004,0.0006473895,0.0004063029,0.9950321,0.0003027316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7861888,0.001807877,0.005613877,0.0006437917,0.0007679889,0.000347273,0.00007301264,0.0005427757,0.2040146],"genre_scores_gemma":[0.9631628,0.0005475982,0.0007118285,0.000217886,0.0006716033,0.00006047083,0.00008417995,0.000103622,0.03444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6123068,"threshold_uncertainty_score":0.9979417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036144783467808,"score_gpt":0.2361194677781932,"score_spread":0.2157580199435151,"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."}}