{"id":"W297700499","doi":"10.3897/zookeys.133.1613","title":"Revision of the Paridris nephta species group (Hymenoptera, Platygastroidea, Platygastridae)","year":2011,"lang":"en","type":"article","venue":"ZooKeys","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"National Science Foundation","keywords":"Hymenoptera; China; Geography; Species group; Taxonomy (biology); Zoology; Biology; Archaeology","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":[0.0001156296,0.0001246368,0.0001784764,0.000005734711,0.0002088541,0.00001750707,0.0003226403,0.00004676049,0.001192472],"category_scores_gemma":[0.00002508404,0.00003612608,0.0001111612,0.0001564382,0.00009904723,0.0000786809,0.0001773052,0.00009556275,0.00008191988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009223892,"about_ca_system_score_gemma":0.000002023269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005618336,"about_ca_topic_score_gemma":0.0009259756,"domain_scores_codex":[0.9991781,0.00003736065,0.0002031896,0.0001779201,0.0001828142,0.0002206123],"domain_scores_gemma":[0.9996989,0.00007546741,0.0001131426,0.00004134762,0.00002852217,0.000042613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001117371,0.00014535,0.8186868,0.00001380473,0.00003936778,0.00000783262,0.0004473657,3.771513e-7,0.1319817,0.00282479,0.007189297,0.03855159],"study_design_scores_gemma":[0.00007203259,0.0001777044,0.9480616,0.00004671136,0.00001185829,0.000002441771,0.0002235544,0.000003219805,0.007056773,0.0001683434,0.04408327,0.00009245201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779857,0.000219235,0.000002542302,0.0001771203,0.00007659775,0.0001145266,0.0000276745,0.00002792274,0.02136863],"genre_scores_gemma":[0.9980525,0.0001270369,0.0001358763,0.00008443499,0.0001591067,0.000001747067,0.000005973758,6.523329e-7,0.001432641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1293748,"threshold_uncertainty_score":0.9997206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.061192733734111,"score_gpt":0.1831442276590898,"score_spread":0.1219514939249788,"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."}}