{"id":"W4292937883","doi":"10.3897/biss.6.93927","title":"Modeling Taxon Concepts: A new approach to an old problem","year":2022,"lang":"en","type":"article","venue":"Biodiversity Information Science and Standards","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Taxonomic rank; Computer science; Taxon; Circumscription; Data science; Nomenclature; Taxonomy (biology); Biodiversity; Information retrieval; Artificial intelligence; Ecology; Biology","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":[0.01005065,0.001974826,0.002031524,0.007280678,0.003914212,0.01327443,0.006064666,0.006284894,0.009548768],"category_scores_gemma":[0.02324596,0.001385666,0.004778761,0.008183815,0.01335795,0.03974757,0.01032255,0.01247444,0.002344688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005009738,"about_ca_system_score_gemma":0.004360175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009054892,"about_ca_topic_score_gemma":0.00797675,"domain_scores_codex":[0.99202,0.003798266,0.0006429799,0.001716662,0.001534531,0.0002876892],"domain_scores_gemma":[0.9851115,0.009258811,0.0008768955,0.002865128,0.001215121,0.000672543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001161898,0.00002007126,0.0004155317,0.0001048548,0.00002149782,0.00006100372,0.0007688634,0.004191012,0.00009900144,0.9760034,0.003528046,0.01477508],"study_design_scores_gemma":[0.000007174262,0.00001210101,0.00009962941,0.0001436635,0.00001488977,0.000108763,0.0004080122,0.01882032,0.00008262278,0.9148939,0.06538803,0.00002096761],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002686406,0.003187193,0.9655953,0.01523754,0.0008087157,0.0001113277,0.0007269836,0.0003805716,0.01126599],"genre_scores_gemma":[0.06542801,0.005732634,0.9117425,0.003440981,0.00215928,0.0006226886,0.00140119,0.0005520383,0.008920695],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01327443,"threshold_uncertainty_score":0.05315351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04213786122077932,"score_gpt":0.2660769088873188,"score_spread":0.2239390476665395,"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."}}