{"id":"W6924639062","doi":"10.15468/dl.ty96uk","title":"Occurrence Download","year":2025,"lang":"en","type":"dataset","venue":"Global Biodiversity Information Facility","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Download; Species name; Vascular plant; Matching (statistics); Natural history","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":[0.0009720733,0.002134289,0.001725021,0.006371601,0.001110176,0.002877695,0.002905416,0.002297386,0.1396374],"category_scores_gemma":[0.006444926,0.0009595014,0.001575305,0.01066227,0.0004215016,0.002996096,0.003170201,0.00200609,0.209228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015991,"about_ca_system_score_gemma":0.002040806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01649554,"about_ca_topic_score_gemma":0.02830094,"domain_scores_codex":[0.9987356,0.0001478942,0.000177132,0.0004498081,0.0002782943,0.0002113134],"domain_scores_gemma":[0.9974346,0.0006656621,0.0002381711,0.0007224964,0.0006595877,0.0002795275],"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":[0.00004886039,0.00001781845,0.0006332029,0.0007294028,0.00002139458,0.00002801701,0.00003029026,0.0001607045,0.0001873019,0.0004642501,0.9950872,0.002591601],"study_design_scores_gemma":[0.00007242605,0.0000126398,0.002276524,0.000225239,0.00001742537,0.00006322284,0.0001011985,0.0002691298,0.0002429035,0.0008827499,0.9958157,0.00002088523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00007438785,0.00004152371,0.00007546545,0.00004414738,0.0000188156,0.000008365584,0.9982059,0.0007589282,0.0007724427],"genre_scores_gemma":[0.0002014745,0.00004097097,0.0003068773,0.00005273832,0.000004780898,0.00004655983,0.9987563,0.0001790207,0.0004112675],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8603626,"threshold_uncertainty_score":0.4671335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454211761435027,"score_gpt":0.2971247344531548,"score_spread":0.2725826168388045,"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."}}