{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002514645,0.00004465598,0.00007731996,0.000002854635,0.00002405912,0.000008121928,0.000113376,0.00001942186,0.008695258],"category_scores_gemma":[0.000002935181,0.00001496631,0.00002634334,0.00009134971,0.00001033077,0.0000379472,0.00002432212,0.00002879051,0.00008724604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001418766,"about_ca_system_score_gemma":0.000015788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1051664,"about_ca_topic_score_gemma":0.3166339,"domain_scores_codex":[0.999615,0.000006435757,0.00008257374,0.00008488246,0.0001010298,0.0001100742],"domain_scores_gemma":[0.9998578,0.00002338658,0.00003095764,0.0000315836,0.00002231104,0.00003391599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001039779,0.00005488988,0.8439655,0.000006584201,0.000006170284,0.000003770636,0.00001518746,0.000001869129,0.04224573,0.001278272,0.003737042,0.1086745],"study_design_scores_gemma":[0.00005231513,0.00006666983,0.4537883,0.000009204616,0.0000025709,4.692189e-7,0.0001048453,0.000002881869,0.0108126,0.00001886693,0.5350633,0.00007794108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355449,0.00002144855,1.130201e-7,0.0003414812,0.0001522468,0.00006117448,0.000007833881,0.00000772867,0.06386308],"genre_scores_gemma":[0.9913807,0.000001142562,0.00002023203,0.0001210192,0.00004435011,0.000002140626,0.000005260363,1.449768e-7,0.008425022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5313263,"threshold_uncertainty_score":0.9922109,"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."}}