{"id":"W2768667121","doi":"10.5281/zenodo.16396267","title":"VASCULAR PLANT TYPE SPECIMENS IN THE UNIVERSITY OF BRITISH COLUMBIA HERBARIUM (UBC)","year":2007,"lang":"en","type":"article","venue":"Biodiversity Heritage Library (Smithsonian Institution)","topic":"Flowering Plant Growth and Cultivation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Vascular plant; Geography; Botany; Botanical garden; Archaeology; Type (biology); Biology; Ecology","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":[0.0004489271,0.0006048238,0.0008342993,0.006457127,0.004023221,0.0008936317,0.001485879,0.0005441917,0.2259272],"category_scores_gemma":[0.001161673,0.0003898805,0.0002205729,0.008821981,0.0004500446,0.0008055614,0.000817116,0.0009529533,0.06432058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003574897,"about_ca_system_score_gemma":0.004194103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4603779,"about_ca_topic_score_gemma":0.8394086,"domain_scores_codex":[0.9996127,0.00002529398,0.00003722676,0.00008132374,0.0001507859,0.00009273497],"domain_scores_gemma":[0.9982116,0.000100529,0.0001066969,0.0002748856,0.0009765755,0.0003295809],"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":[0.0002624275,0.00007737045,0.006761764,0.0005549939,0.00002002794,0.000428844,0.0007878206,0.0001160804,0.0120666,0.001731182,0.867009,0.110184],"study_design_scores_gemma":[0.00005023363,0.0000380825,0.1541398,0.0002085061,0.00003558119,0.0002765919,0.0008039206,0.0001152208,0.003044849,0.000632533,0.8405992,0.00005538023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.03176426,0.002112564,0.002512328,0.000879945,0.001095531,0.001276549,0.4828432,0.001567411,0.4759482],"genre_scores_gemma":[0.07486,0.002233679,0.009854048,0.0003313085,0.0002095799,0.001019523,0.341958,0.0006907572,0.5688431],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4603779,"threshold_uncertainty_score":0.9153965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009751626310797295,"score_gpt":0.1435651697429098,"score_spread":0.1338135434321125,"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."}}