{"id":"W2911247231","doi":"10.3897/zookeys.819.28510","title":"Hymenoptera of Canada","year":2019,"lang":"en","type":"article","venue":"ZooKeys","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Royal Saskatchewan Museum; CNIB Foundation","funders":"Agriculture and Agri-Food Canada","keywords":"Hymenoptera; Fauna; Zoology; Taxonomy (biology); Biology; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00002108934,0.00003068836,0.00006208901,8.90518e-7,0.00002610408,0.000002844913,0.00005780231,0.000009924084,0.001056907],"category_scores_gemma":[0.000003129697,0.000009258346,0.00001358324,0.00003562481,0.000005838395,0.00001359712,0.00001951522,0.00001680193,0.00004628232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005587796,"about_ca_system_score_gemma":0.000005385772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2284771,"about_ca_topic_score_gemma":0.7214935,"domain_scores_codex":[0.9997433,0.000004383865,0.00004762277,0.00005381721,0.00006895377,0.00008186883],"domain_scores_gemma":[0.9999144,0.0000343123,0.00001801,0.000005989928,0.00001065652,0.00001662019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001289448,0.0000169292,0.7373664,0.000006886899,0.00001206663,0.000003001207,0.00002696015,0.00000105248,0.2478871,0.0008941166,0.007609047,0.006163471],"study_design_scores_gemma":[0.00002673837,0.00005725427,0.9473829,0.000005435492,0.000001092308,2.837831e-7,0.00007123951,0.000005371487,0.005482041,0.00005617234,0.04686683,0.00004459867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9275938,0.00006811217,1.989117e-8,0.0002736711,0.00003326069,0.00002679591,0.000008603309,0.00000539847,0.07199033],"genre_scores_gemma":[0.995915,0.000007266298,0.000004419249,0.00009900203,0.00003254334,5.211908e-7,0.000002360732,7.532587e-8,0.003938799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4930165,"threshold_uncertainty_score":0.9998562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545644321661288,"score_gpt":0.1538777113184979,"score_spread":0.138421268101885,"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."}}