{"id":"W6966869496","doi":"10.48580/dgmv5-39m","title":"Aphid Species File","year":2025,"lang":"en","type":"dataset","venue":"The Catalogue of Life","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Aphid; Population; PEST analysis; Outbreak","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007625118,0.002753258,0.001778391,0.005981906,0.001059712,0.002944418,0.002085361,0.002339963,0.3927755],"category_scores_gemma":[0.005240544,0.001133012,0.001414713,0.00834161,0.0005070666,0.002268,0.002589665,0.002141203,0.386722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001356725,"about_ca_system_score_gemma":0.002854739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02415377,"about_ca_topic_score_gemma":0.02989098,"domain_scores_codex":[0.9989725,0.0001108899,0.0001129328,0.0003024468,0.0002982346,0.0002030421],"domain_scores_gemma":[0.9971206,0.0007908789,0.0002098163,0.0007414066,0.0007276075,0.0004097198],"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":[0.00004718796,0.00001361062,0.0002027936,0.0004622556,0.00001343252,0.00001170303,0.00001937815,0.0001012053,0.0001807661,0.0003019351,0.9962636,0.002382211],"study_design_scores_gemma":[0.0001339509,0.00001279788,0.001735295,0.0001762046,0.00002160606,0.00003320316,0.0000469867,0.0001783187,0.0003339805,0.00107185,0.9962268,0.00002902645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00005005202,0.00002879744,0.0000513341,0.00002252059,0.0000237466,0.000007628925,0.9979232,0.000420553,0.00147208],"genre_scores_gemma":[0.0001926576,0.00004560453,0.0003057803,0.00004983487,0.000006657595,0.00003892947,0.9974151,0.0002488832,0.001696557],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3927755,"threshold_uncertainty_score":0.866132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179921807155989,"score_gpt":0.2492562734208038,"score_spread":0.2274570553492439,"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."}}