{"id":"W4387978875","doi":"10.1002/tax.13036","title":"(358–359) Two proposals clarifying some acts of typification","year":2023,"lang":"en","type":"article","venue":"Taxon","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ontario Museum","funders":"","keywords":"Typification; Library science; Citation; Nomenclature; Art history; Art; History; Computer science; Taxonomy (biology); Botany; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120001,0.00005057031,0.00008689082,0.000007279523,0.00009245436,0.00001128105,0.00008429361,0.00003157747,0.00004568248],"category_scores_gemma":[0.0000309852,0.00001749915,0.00003046351,0.0002123612,0.00002283404,0.00006443704,0.00003864767,0.00004299835,0.0001775479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004660998,"about_ca_system_score_gemma":0.000001969053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006084485,"about_ca_topic_score_gemma":0.0002037132,"domain_scores_codex":[0.9995654,0.00001731659,0.00009239308,0.000102491,0.0000947217,0.0001277128],"domain_scores_gemma":[0.9998343,0.00006057456,0.00004950124,0.00001212421,0.00002195963,0.00002151246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001520629,0.0000181515,0.007472122,0.000008109836,0.000006167405,0.000002130379,0.00003474735,9.767685e-7,0.9691842,0.002657809,0.001293406,0.01930697],"study_design_scores_gemma":[0.00008442057,0.0001158044,0.8882324,0.00002926182,0.000007736664,0.000001503296,0.0002244273,0.00007979853,0.04701823,0.001181035,0.06290427,0.0001210862],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965158,0.0001299105,2.518138e-7,0.0007911384,0.00003620757,0.00008958529,0.00001924744,0.00008487871,0.002332944],"genre_scores_gemma":[0.9991073,0.0001647112,0.00001826547,0.00003516229,0.0001501368,0.000007529603,0.00002502171,3.015091e-7,0.0004915476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.922166,"threshold_uncertainty_score":0.2282078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1183461674653457,"score_gpt":0.2596157293116677,"score_spread":0.1412695618463219,"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."}}