{"id":"W7080118285","doi":"10.15468/tbwj99","title":"Trinity College Dublin Herbarium","year":2025,"lang":"en","type":"dataset","venue":"Open MIND","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Herbarium; Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001398015,0.001241239,0.001540769,0.006312844,0.0009061952,0.002232478,0.002581673,0.001216719,0.1126808],"category_scores_gemma":[0.006712452,0.0005822648,0.0005262272,0.009635167,0.0005747442,0.001361279,0.002481018,0.00166356,0.1428914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002429566,"about_ca_system_score_gemma":0.003696912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02753588,"about_ca_topic_score_gemma":0.05780584,"domain_scores_codex":[0.9985875,0.0001696407,0.0001450505,0.0004618196,0.0004356059,0.0002005319],"domain_scores_gemma":[0.9969456,0.0006123587,0.0002802019,0.0006246116,0.001157186,0.0003800796],"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":[0.00003435157,0.000007349209,0.0003303677,0.0003602077,0.000006390489,0.00001531577,0.00001498558,0.00009016801,0.00009869698,0.0005284922,0.9961159,0.002397875],"study_design_scores_gemma":[0.00004331607,0.000004362565,0.001342368,0.000129298,0.000005334655,0.00001967813,0.00003681691,0.00007408184,0.0001300183,0.0006061045,0.9975984,0.00001018605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001206458,0.00008828359,0.0001093246,0.00006945933,0.00003348082,0.00001421582,0.9961212,0.0002597359,0.003183559],"genre_scores_gemma":[0.0003801351,0.00008233449,0.0004078106,0.0000644203,0.000006580452,0.00005686812,0.9968026,0.0001074153,0.002091757],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1126808,"threshold_uncertainty_score":0.376955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03554491221072993,"score_gpt":0.2968153968348863,"score_spread":0.2612704846241564,"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."}}