{"id":"W7081995529","doi":"10.15468/dl.kyvr6j","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":[],"consensus_categories":[],"category_scores_codex":[0.0009183126,0.002019872,0.001525815,0.005051869,0.0009518547,0.002448917,0.002847308,0.00196789,0.1395295],"category_scores_gemma":[0.005467013,0.0008636304,0.001142433,0.009753015,0.0004443228,0.002215181,0.002486874,0.001915873,0.2036883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710095,"about_ca_system_score_gemma":0.002331871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02338896,"about_ca_topic_score_gemma":0.03847172,"domain_scores_codex":[0.998974,0.0001330706,0.0001314919,0.0003397617,0.0002431282,0.0001785298],"domain_scores_gemma":[0.9978682,0.0005367027,0.0002037332,0.0005653679,0.0005565013,0.0002695236],"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":[0.00003043151,0.00001095921,0.0003319271,0.0004488314,0.00001398348,0.00001458154,0.00001955898,0.000127058,0.0001096515,0.0003922794,0.997108,0.001392754],"study_design_scores_gemma":[0.00007283453,0.000007652799,0.001692866,0.000158986,0.0000124363,0.0000363246,0.00006044907,0.0001645859,0.0002015407,0.0007808272,0.9967956,0.00001588338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00004609524,0.00002795418,0.00004371282,0.00003595839,0.00001070912,0.000005528968,0.9986843,0.0004468952,0.0006988497],"genre_scores_gemma":[0.0001636419,0.00003075263,0.0001642807,0.00004291833,0.0000030107,0.00003392818,0.9990067,0.0001387998,0.0004161031],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1395295,"threshold_uncertainty_score":0.4667728,"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."}}