{"id":"W7055274130","doi":"","title":"Collection BioBlitz: Enhance and broaden undergraduate to graduate learning experiences with University of British Columbia, Beaty Biodiversity herbarium specimens","year":2019,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Herbarium; Biodiversity; Graduate students; Graduate education; Biodiversity conservation","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003703055,0.0002516379,0.0005115035,0.0001003157,0.0002494131,0.0001064168,0.0004223407,0.0001519278,0.1641838],"category_scores_gemma":[0.00003542384,0.0004008391,0.0001085676,0.0002912077,0.0003444646,0.0001592701,0.0005189928,0.0004161733,0.03138436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001180607,"about_ca_system_score_gemma":0.000164047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05501682,"about_ca_topic_score_gemma":0.007250415,"domain_scores_codex":[0.9974244,0.000205334,0.000209379,0.001505553,0.0003276955,0.0003276173],"domain_scores_gemma":[0.998377,0.00006742473,0.0003768414,0.0008798743,0.0001305833,0.0001682752],"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":[0.0003922725,0.0005010065,0.1338647,0.0003787113,0.001318479,0.00007014749,0.01119825,0.000629773,0.0004450842,0.0002129381,0.8197253,0.03126328],"study_design_scores_gemma":[0.002381764,0.00004094424,0.008921195,0.001140392,0.000361412,0.00002481461,0.02276036,0.00007708761,0.001783666,0.001443515,0.9592486,0.001816247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05892909,0.000004714233,0.00829175,0.00006636632,0.000199452,0.0009569721,0.0003462973,0.00009487325,0.9311105],"genre_scores_gemma":[0.1173832,0.00005248728,0.0009689459,0.000006445216,0.00007448662,0.00001149749,0.00003441134,0.00005764085,0.8814109],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1395233,"threshold_uncertainty_score":0.9998444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0070509620903432,"score_gpt":0.2110478085274485,"score_spread":0.2039968464371053,"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."}}