{"id":"W6962291450","doi":"10.15468/dl.ywr5wn","title":"Occurrence Download","year":2025,"lang":"en","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"Hemiptera Insect Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Download; Invertebrate; Barcode; Matching (statistics); Arthropod; Resource (disambiguation); Entomology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009593295,0.001620493,0.001433303,0.005500479,0.0009074948,0.002627248,0.002450933,0.001720994,0.1785903],"category_scores_gemma":[0.006213608,0.0008556568,0.00117292,0.01036817,0.0003694797,0.002435756,0.002545278,0.001752498,0.2157716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001465238,"about_ca_system_score_gemma":0.00214668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554483,"about_ca_topic_score_gemma":0.02627777,"domain_scores_codex":[0.9989173,0.0001418355,0.0001742071,0.0003772658,0.0002141566,0.0001752033],"domain_scores_gemma":[0.9974576,0.0007009524,0.0002580923,0.0006387267,0.0006597561,0.0002848595],"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":[0.00003489412,0.0000115204,0.0005253314,0.0006554542,0.00001593019,0.00001633165,0.00002530316,0.0001323066,0.0001080093,0.0004160427,0.9958697,0.002189125],"study_design_scores_gemma":[0.00006522158,0.000007833532,0.001950242,0.00021795,0.0000122216,0.00003449237,0.00008039457,0.0001523944,0.0001494423,0.0007065222,0.996609,0.00001431742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003873547,0.000023039,0.00003989645,0.00003017217,0.00001062024,0.000005655849,0.999018,0.0002694032,0.0005645608],"genre_scores_gemma":[0.0001727289,0.00003898719,0.0002281872,0.00004766375,0.000004116801,0.00004886103,0.9987977,0.0001315599,0.0005303291],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8214097,"threshold_uncertainty_score":0.5974441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702652386009879,"score_gpt":0.2108927286333498,"score_spread":0.193866204773251,"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."}}