{"id":"W4396423621","doi":"10.15468/dl.hvwzyw","title":"Occurrence Download","year":2022,"lang":"en","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Download; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001050909,0.001895171,0.001611189,0.004842647,0.0009409116,0.002601197,0.002850055,0.002029378,0.1615209],"category_scores_gemma":[0.006124174,0.0009604169,0.00113665,0.009372527,0.0004577911,0.002266474,0.002483551,0.002082425,0.205893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001686117,"about_ca_system_score_gemma":0.002424355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02317616,"about_ca_topic_score_gemma":0.03742877,"domain_scores_codex":[0.9989735,0.0001364266,0.000139707,0.000351977,0.0002371529,0.0001613365],"domain_scores_gemma":[0.9975716,0.0007091048,0.0002363902,0.0005910023,0.0006038883,0.0002878912],"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":[0.00002841321,0.00001075649,0.0003507701,0.0005245124,0.00001488048,0.00001510838,0.00002356704,0.0001207276,0.000101883,0.000384854,0.997165,0.001259526],"study_design_scores_gemma":[0.00008878143,0.000007122161,0.001829759,0.0001849194,0.00001410988,0.00003546673,0.0000693276,0.0001610418,0.0001719823,0.0007356882,0.9966852,0.00001671818],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003488791,0.00002160496,0.00004159373,0.00003324837,0.000009880695,0.000004975538,0.9989492,0.0003435235,0.0005611356],"genre_scores_gemma":[0.0001535972,0.00003093338,0.0001929621,0.00004286462,0.00000317718,0.00004250513,0.9989581,0.0001581842,0.0004176934],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8384792,"threshold_uncertainty_score":0.5403411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996441822405556,"score_gpt":0.2168608301763518,"score_spread":0.1968964119522962,"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."}}