{"id":"W7153702996","doi":"","title":"Proceedings of the Linn[ae]an Society","year":2024,"lang":"","type":"article","venue":"Digital Commons - University of South Florida (University of South Florida)","topic":"Coleoptera: Cerambycidae studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecies; Nomenclature; Column (typography); Ornithology; Statement (logic)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000547806,0.0007682256,0.0005083142,0.0007023789,0.00120241,0.003341135,0.00070011,0.001344179,0.6772756],"category_scores_gemma":[0.001030842,0.0002877454,0.000353492,0.0008353771,0.0005653196,0.001775848,0.00215891,0.001450996,0.60873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036002,"about_ca_system_score_gemma":0.001273671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005907669,"about_ca_topic_score_gemma":0.01370127,"domain_scores_codex":[0.999634,0.00004215619,0.00001874499,0.00008669007,0.0001605866,0.00005781829],"domain_scores_gemma":[0.9995876,0.00004542277,0.00001496907,0.00006711475,0.0001819654,0.0001028782],"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":[0.0000334148,0.00002899262,0.0003850438,0.0001252501,0.000005203974,0.00006759309,0.00007141949,0.00003432858,0.0002876002,0.003132773,0.8611485,0.1346798],"study_design_scores_gemma":[0.000001152698,0.000002066912,0.0002011013,0.00004538853,6.861637e-7,0.00002378235,0.00002657243,0.000009712549,0.00001369624,0.0000982842,0.9995764,0.000001186631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000468212,0.004153813,0.0004069473,0.002257628,0.003633498,0.00003542264,0.0009743492,0.0002520151,0.9878181],"genre_scores_gemma":[0.001090232,0.00206264,0.0002710667,0.0005021847,0.0002393755,0.00002552221,0.0005119287,0.00006847943,0.9952285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3227244,"threshold_uncertainty_score":0.4603271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827415272619127,"score_gpt":0.1772754555902959,"score_spread":0.1590013028641046,"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."}}