{"id":"W2912661260","doi":"10.3897/zookeys.819.27625","title":"Diptera of Canada","year":2019,"lang":"en","type":"article","venue":"ZooKeys","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum; University of Guelph; Agriculture and Agri-Food Canada; Canadian Museum of Nature; Canadian Food Inspection Agency; Royal British Columbia Museum; Bishop's University","funders":"","keywords":"Fauna; Systematics; Global biodiversity; Range (aeronautics); Biology; Zoology; Ecology; Geography; Taxonomy (biology); Biodiversity; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002716255,0.0007748042,0.0004236141,0.003746436,0.003458377,0.001535031,0.0008643632,0.0002855746,0.04622598],"category_scores_gemma":[0.0009692306,0.0001614694,0.0002182371,0.005348253,0.0004987279,0.0006346019,0.000664637,0.0008077006,0.006817172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01204924,"about_ca_system_score_gemma":0.02687881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.97319,"about_ca_topic_score_gemma":0.9875261,"domain_scores_codex":[0.999301,0.00002192471,0.00001990517,0.00007320082,0.0004380684,0.0001460258],"domain_scores_gemma":[0.9988439,0.00002419093,0.00004797846,0.00002799157,0.0008761032,0.0001798093],"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":[0.0001281377,0.00003970472,0.01569463,0.0010261,0.00003064882,0.0003038276,0.0006976015,0.0001999524,0.002374695,0.007483908,0.4846739,0.4873469],"study_design_scores_gemma":[0.0000056975,0.00001464044,0.03860746,0.0002486142,0.0000132376,0.0001894251,0.0002594377,0.00005307497,0.0001635641,0.0002795458,0.9601476,0.00001779451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02714682,0.127114,0.002238717,0.005817078,0.002325312,0.0005939857,0.1006226,0.001399264,0.7327421],"genre_scores_gemma":[0.2324825,0.1565166,0.01526388,0.004736127,0.0003593977,0.0003860274,0.08064312,0.0003562103,0.5092562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04622598,"threshold_uncertainty_score":0.1546413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006563128564284164,"score_gpt":0.1505442304958988,"score_spread":0.1439811019316146,"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."}}