{"id":"W2107898924","doi":"10.4039/n11-029","title":"The history of dipterology at the Canadian National Collection of Insects, with special reference to the<i>Manual of Nearctic Diptera</i>","year":2011,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency; Agriculture and Agri-Food Canada","funders":"","keywords":"Nearctic ecozone; Library science; History; Computer science; Zoology; Biology; Taxonomy (biology)","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":[0.003186105,0.0008716318,0.0007421662,0.01150952,0.006656702,0.00357943,0.002664156,0.0006641513,0.04043113],"category_scores_gemma":[0.003947709,0.0008240824,0.0004158082,0.01687692,0.004472475,0.002462556,0.002032594,0.002754405,0.01039184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03807578,"about_ca_system_score_gemma":0.06936692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9400397,"about_ca_topic_score_gemma":0.9756076,"domain_scores_codex":[0.9962571,0.0002438172,0.0001398837,0.0003814064,0.00261617,0.0003617394],"domain_scores_gemma":[0.9924259,0.0003547207,0.000316981,0.0005058946,0.00515395,0.00124265],"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":[0.00006562324,0.00002192129,0.003782815,0.001017959,0.00001819456,0.0001395018,0.001196507,0.0001459424,0.00190855,0.01183365,0.6106619,0.3692076],"study_design_scores_gemma":[0.000001076147,0.000004125426,0.006139524,0.000198857,0.00000405391,0.00004667216,0.0001399082,0.00001056056,0.0001154859,0.0003191916,0.9930074,0.00001308272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006813344,0.3485843,0.01160917,0.04033328,0.01516205,0.001134694,0.03397181,0.001275898,0.5411155],"genre_scores_gemma":[0.02985351,0.279781,0.02483891,0.007701413,0.002555893,0.0004935221,0.02152184,0.0009728745,0.6322809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05996031,"threshold_uncertainty_score":0.2762604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06350961454333895,"score_gpt":0.2155464951057089,"score_spread":0.1520368805623699,"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."}}