{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003676926,0.0001861398,0.0003138114,0.00035604,0.0007832861,0.00003873296,0.0004335844,0.0003382768,0.004104797],"category_scores_gemma":[0.0003014333,0.0002233592,0.00005894739,0.0003470911,0.0006233051,0.00008614427,0.0006111681,0.0005074771,0.0002354685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009932231,"about_ca_system_score_gemma":0.00001513168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001380968,"about_ca_topic_score_gemma":0.0000666365,"domain_scores_codex":[0.9984561,0.0004299332,0.0002897904,0.0004383413,0.0001289854,0.0002568274],"domain_scores_gemma":[0.9988945,0.0002091393,0.0002126162,0.000246148,0.0002980725,0.00013958],"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":[0.0005929116,0.0001158065,0.000007157844,0.0008109101,0.0002547646,0.00001498226,0.0006670951,0.00003983288,0.001881095,0.00004267816,0.9914256,0.004147111],"study_design_scores_gemma":[0.001150367,0.0004921975,0.00005704049,0.000059355,0.0003010603,0.00005659507,0.0002191011,0.0005693485,0.0003103703,0.0000452338,0.9965631,0.0001762601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01046526,0.0004640608,0.0002315185,0.000408995,0.0005550147,0.001337265,0.9839491,0.0001275348,0.00246125],"genre_scores_gemma":[0.03012687,0.008970598,0.0003134002,0.0001959615,0.0001635352,1.929493e-7,0.9556285,0.0008982125,0.003702715],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02832059,"threshold_uncertainty_score":0.9968056,"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."}}