{"id":"W7081677056","doi":"10.15468/dl.7fjc6a","title":"Occurrence Download","year":2025,"lang":"en","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Download; Matching (statistics); Range (aeronautics); Data set; Set (abstract data type)","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":[0.0008172274,0.002021301,0.001433595,0.004711862,0.0008989096,0.002292873,0.002738124,0.001977469,0.1197199],"category_scores_gemma":[0.004989688,0.0008342636,0.001107023,0.00902633,0.0004270444,0.002246765,0.002366705,0.001921317,0.1814816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652237,"about_ca_system_score_gemma":0.002238292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0224,"about_ca_topic_score_gemma":0.03990273,"domain_scores_codex":[0.9990218,0.0001286884,0.0001241325,0.0003353111,0.0002260973,0.0001640547],"domain_scores_gemma":[0.9979427,0.0004966715,0.0001918417,0.0005773462,0.0005359745,0.0002554073],"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":[0.00002993252,0.00001178242,0.0003415004,0.0004297167,0.00001339128,0.00001536509,0.00001898829,0.0001320739,0.0001089583,0.0003928119,0.9971667,0.001338795],"study_design_scores_gemma":[0.00007362153,0.000007986106,0.001756927,0.0001429509,0.00001177127,0.00003850764,0.00005825681,0.0001867294,0.0002019953,0.0008065057,0.996699,0.00001565295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00005289889,0.00002790321,0.00004462251,0.00003843437,0.0000111761,0.000005936749,0.9986475,0.0004668144,0.0007047475],"genre_scores_gemma":[0.0001676852,0.00002909703,0.0001701778,0.00004434834,0.000002902014,0.00003169521,0.9990311,0.0001255852,0.0003974989],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8802801,"threshold_uncertainty_score":0.400503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116959082794947,"score_gpt":0.2070852442648293,"score_spread":0.1953893359853346,"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."}}