{"id":"W2170833037","doi":"10.1111/1744-7917.12088","title":"Cybertaxonomy to accomplish big things in aphid systematics","year":2013,"lang":"en","type":"review","venue":"Insect Science","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke","funders":"Institut National de la Recherche Agronomique; Florida Department of Agriculture and Consumer Services","keywords":"Taxonomy (biology); Biology; Aphid; Health informatics tools; Species description; Pace; Biodiversity; Biological classification; Systematics; Data science; Ecology; Informatics; Evolutionary biology; Computer science; Political science; Geography; Botany","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006690081,0.0003110594,0.001001051,0.00009075493,0.0003231218,0.0003291211,0.001377541,0.0001138045,0.0000436511],"category_scores_gemma":[0.0002221048,0.00009754865,0.0001603787,0.002205505,0.0001643362,0.0002597793,0.0004566069,0.0002208001,0.0005310839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146755,"about_ca_system_score_gemma":0.00006159518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009653038,"about_ca_topic_score_gemma":0.001815059,"domain_scores_codex":[0.9979193,0.00006008801,0.0004989015,0.0005751683,0.0004081283,0.0005384391],"domain_scores_gemma":[0.9991311,0.0003652265,0.0002093845,0.00006000074,0.00007229225,0.0001620142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.813805e-7,0.00002736744,0.0001412966,0.001108259,0.000005980424,0.000007720841,0.0000857303,1.198806e-7,0.0005479484,0.0001229215,0.0005297867,0.9974222],"study_design_scores_gemma":[0.00001617442,0.00006784888,0.003039802,0.006628726,0.00001870885,0.00002469462,0.00007993051,0.000003845313,0.000004216548,0.00002796387,0.9897105,0.0003775553],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01399933,0.979301,4.539964e-7,0.0001168552,0.0002967529,0.001354503,0.00003406834,0.0000704341,0.004826626],"genre_scores_gemma":[0.009487973,0.9892138,0.0001447251,0.0002207533,0.00034057,0.0002819317,0.000007480483,0.000001691666,0.0003011213],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9970446,"threshold_uncertainty_score":0.6826187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2455022577224079,"score_gpt":0.2840645774300772,"score_spread":0.03856231970766938,"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."}}