{"id":"W6930405440","doi":"10.5281/zenodo.13124862","title":"Linked collectors and determiners for: University of Alberta Museum of Zoology Amphibian and Reptile Collection (UAMZ).","year":2024,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advancements in Transdermal Drug Delivery","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amphibian; Biodiversity; Natural history; Single specimen; Citizen science","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":[0.001933102,0.00194346,0.001744147,0.006860031,0.001766306,0.00352469,0.003555762,0.001990448,0.0856449],"category_scores_gemma":[0.01020522,0.001135308,0.0008869633,0.01345594,0.0006805786,0.001317023,0.002157244,0.002452567,0.09049732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006691378,"about_ca_system_score_gemma":0.01606983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4497947,"about_ca_topic_score_gemma":0.6253635,"domain_scores_codex":[0.9983902,0.0001108204,0.000154157,0.0004256197,0.0006507205,0.0002686483],"domain_scores_gemma":[0.9921824,0.00107933,0.0006041013,0.001298511,0.003957524,0.0008780616],"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":[0.00002115503,0.000006033043,0.0006909682,0.0003703979,0.00001265171,0.000009115698,0.00002072116,0.0001048372,0.00007418778,0.0003657846,0.9966678,0.001656311],"study_design_scores_gemma":[0.00006208372,0.000003151455,0.003994355,0.0003475685,0.00001682098,0.00001768328,0.00007423083,0.00008941573,0.0001860578,0.0005813105,0.9946057,0.00002154251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00003783744,0.00004468454,0.00003217344,0.00002850797,0.00001605874,0.000008460172,0.9990102,0.0001007857,0.0007212635],"genre_scores_gemma":[0.0002196405,0.00007090883,0.0002988293,0.00003519161,0.000005010155,0.00005527775,0.9977811,0.00006659261,0.001467459],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4497947,"threshold_uncertainty_score":0.8943532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06532696362358183,"score_gpt":0.3374830786701121,"score_spread":0.2721561150465303,"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."}}