{"id":"W2625449371","doi":"10.11646/zootaxa.1846.1.7","title":"A critical review of the world catalogs of Empidoidea (Insecta: Diptera) by Yang et al. (2006, 2007)","year":2008,"lang":"en","type":"review","venue":"Zootaxa","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Canadian Food Inspection Agency","funders":"","keywords":"Zhàng; Dolichopodidae; Skepticism; Biology; Order (exchange); Value (mathematics); Genealogy; History; Computer science; Ecology; Epistemology; China; Archaeology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02604429,0.001437527,0.001592097,0.02029727,0.00281696,0.00504205,0.002835249,0.003582057,0.005966386],"category_scores_gemma":[0.09460575,0.001025279,0.001317832,0.009581379,0.003832553,0.008754599,0.003277724,0.006127591,0.005716074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006317548,"about_ca_system_score_gemma":0.0196037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317058,"about_ca_topic_score_gemma":0.02023711,"domain_scores_codex":[0.9807675,0.004569234,0.003682212,0.001281819,0.009213211,0.0004859887],"domain_scores_gemma":[0.8121175,0.02881643,0.006975603,0.003702991,0.1458194,0.00256814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002072004,0.0000093734,0.0003165755,0.003954485,0.00002578357,0.0001308819,0.0006723207,0.00003232421,0.0002549711,0.001547636,0.8975073,0.09552766],"study_design_scores_gemma":[0.00000443445,0.00001139859,0.0007104281,0.005836911,0.00003144581,0.0001877809,0.0003211544,0.00001811829,0.00010843,0.0005436141,0.9922048,0.00002145995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005575187,0.5475627,0.003804256,0.2325224,0.2080624,0.0003160065,0.0007091993,0.0002148324,0.006250806],"genre_scores_gemma":[0.007262343,0.694158,0.01244459,0.167371,0.09198018,0.000939721,0.002138972,0.0004503545,0.02325487],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02604429,"threshold_uncertainty_score":0.137737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05102381370706287,"score_gpt":0.3028288488584841,"score_spread":0.2518050351514212,"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."}}