{"id":"W6948546631","doi":"10.5281/zenodo.10875145","title":"Linked collectors and determiners for: University of British Columbia Herbarium (UBC) - Fungi Collection.","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Biodiversity; Natural history; Natural (archaeology); Natural resource","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002109912,0.0001176698,0.0002255738,0.0001649197,0.002244365,0.003188237,0.0005559523,0.0001088117,0.03149154],"category_scores_gemma":[0.00006282949,0.0001799603,0.00007549996,0.0001984834,0.0003095509,0.0004771692,0.0006698697,0.00020845,0.001252796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007235594,"about_ca_system_score_gemma":0.0000148377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005273945,"about_ca_topic_score_gemma":0.002642401,"domain_scores_codex":[0.9989706,0.00007758361,0.0002587726,0.0002745623,0.0002098374,0.0002086705],"domain_scores_gemma":[0.9989127,0.00003494725,0.000178046,0.0002350841,0.0005383323,0.0001009245],"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":[0.0000337032,0.00003032751,2.552057e-7,0.0007020331,0.0000896403,0.000004822065,0.002053289,0.00000154395,0.000002925811,0.0002175693,0.9945439,0.002319959],"study_design_scores_gemma":[0.0004021036,0.0002478855,0.00001908374,0.0001031929,0.000074163,0.00002344155,0.003192886,0.0001480794,6.768158e-7,0.00008256809,0.9955145,0.0001914011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004838953,0.000208102,0.00001075308,0.0001091675,0.0003531188,0.0005145272,0.9746639,0.0002403672,0.02341617],"genre_scores_gemma":[0.000737903,0.0008011015,0.00002786564,0.0001386151,0.0002893022,4.993018e-8,0.9680343,0.0004468478,0.02952406],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03023874,"threshold_uncertainty_score":0.9995248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02476680617420325,"score_gpt":0.1910775022857722,"score_spread":0.1663106961115689,"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."}}