{"id":"W2025866070","doi":"10.1080/14888386.2002.9712613","title":"Exploring the diversity of flies (Diptera)","year":2002,"lang":"en","type":"article","venue":"Biodiversity","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Biodiversity; Diversity (politics); Biology; Ecology; Tourism; Geography; Pollination; Sociology","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":[0.0004844703,0.0001797723,0.0002027353,0.002727307,0.0004956335,0.0009244292,0.0002011597,0.0002877643,0.003396822],"category_scores_gemma":[0.0005668646,0.00007632931,0.0001686687,0.002088394,0.0002530094,0.0008346245,0.0005456851,0.0002905362,0.0006517134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213632,"about_ca_system_score_gemma":0.000134893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006464263,"about_ca_topic_score_gemma":0.001488942,"domain_scores_codex":[0.9996548,0.0000755809,0.00002488902,0.00008615268,0.0001170629,0.00004156999],"domain_scores_gemma":[0.9994898,0.0001500503,0.0000953635,0.00002621591,0.0001306444,0.0001080362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000371797,0.0001955421,0.4310994,0.001421911,0.0003105354,0.001020005,0.002464972,0.0004910243,0.1474237,0.003923011,0.009532146,0.4017459],"study_design_scores_gemma":[0.00001682936,0.0007076539,0.8580966,0.0003494722,0.0001301967,0.00426019,0.003629001,0.0004122887,0.01914278,0.004133832,0.1090863,0.00003483744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109592,0.03743288,0.003560544,0.001488896,0.0001746507,0.00009134749,0.0034753,0.0000595517,0.04275769],"genre_scores_gemma":[0.9568226,0.02012029,0.008681802,0.0007854968,0.00016624,0.00005031993,0.00324225,0.00001533659,0.0101157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003396822,"threshold_uncertainty_score":0.01136345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2892805906539689,"score_gpt":0.2237144484966153,"score_spread":0.06556614215735357,"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."}}