{"id":"W4416414481","doi":"10.3897/biss.9.178687","title":"Mobilising Legacy Georeferencing Efforts","year":2025,"lang":"","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Georeference; Biodiversity; Extinction (optical mineralogy); Workflow; Distribution (mathematics); Representativeness heuristic; Context (archaeology)","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":[0.02080727,0.001233752,0.000757981,0.01294921,0.003729087,0.01015838,0.004850181,0.002072519,0.0330601],"category_scores_gemma":[0.06559461,0.0008297849,0.0009059936,0.014687,0.001659444,0.01201698,0.01584888,0.002796622,0.02235126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003298123,"about_ca_system_score_gemma":0.01093687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01636679,"about_ca_topic_score_gemma":0.01916341,"domain_scores_codex":[0.9880201,0.002934535,0.0008796507,0.002941452,0.004459962,0.0007641896],"domain_scores_gemma":[0.939541,0.01154322,0.003852482,0.0236377,0.0194514,0.001974214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001617011,0.0001599915,0.01320097,0.0009661454,0.00008491123,0.0007425513,0.01970709,0.001946014,0.003442483,0.04544709,0.1385531,0.7755878],"study_design_scores_gemma":[0.00002084629,0.00004250031,0.006251442,0.0008265009,0.00005871137,0.000270967,0.006722965,0.001867312,0.002080831,0.02037851,0.9614183,0.00006111413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07791785,0.005323031,0.4602255,0.02809872,0.005914547,0.001445946,0.02761367,0.02058193,0.3728788],"genre_scores_gemma":[0.2295825,0.004864149,0.5714861,0.007236593,0.001898004,0.001938477,0.07091478,0.01194287,0.1001366],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0330601,"threshold_uncertainty_score":0.1105971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801769695264495,"score_gpt":0.2576423361718435,"score_spread":0.2396246392191985,"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."}}