{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002008448,0.000737946,0.0003084942,0.003766348,0.002703213,0.001334415,0.0005598107,0.0002454657,0.03457978],"category_scores_gemma":[0.0008915226,0.0001503737,0.0002327376,0.007792439,0.0003706367,0.0005352109,0.0004217898,0.0005214856,0.003924831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01180204,"about_ca_system_score_gemma":0.02011923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9732171,"about_ca_topic_score_gemma":0.9878275,"domain_scores_codex":[0.9994975,0.00001911872,0.0000245674,0.00005325063,0.0002688506,0.0001367581],"domain_scores_gemma":[0.9992806,0.00003169381,0.0000440012,0.00001750452,0.0005281331,0.00009810064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000202857,0.00004495049,0.04052792,0.002322651,0.00005348301,0.0004465943,0.002054136,0.0004034447,0.002997469,0.006641155,0.2388364,0.705469],"study_design_scores_gemma":[0.000007219101,0.00002860552,0.1686686,0.0008248373,0.00002622483,0.0002638371,0.001000617,0.00009914198,0.0002275824,0.0003493391,0.8284801,0.00002380249],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07724704,0.2112237,0.001517736,0.003096082,0.001013317,0.0006696423,0.1322564,0.000672664,0.5723035],"genre_scores_gemma":[0.426047,0.2371213,0.009215534,0.002050007,0.000318167,0.0003561584,0.08954994,0.0002004262,0.2351414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03457978,"threshold_uncertainty_score":0.1156809,"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."}}