{"id":"W4360616198","doi":"10.3897/bdj.11.e101000","title":"Firefly (Coleoptera, Lampyridae) species from the Atlantic Forest hotspot, Brazil","year":2023,"lang":"en","type":"article","venue":"Biodiversity Data Journal","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Universidade Federal do Rio de Janeiro; Ministério do Meio Ambiente; Instituto Chico Mendes de Conservação da Biodiversidade; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Firefly protocol; Lampyridae; Hotspot (geology); Atlantic forest; Biome; Ecology; Geography; Biology; Forestry; Zoology; Ecosystem","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":[0.0004661419,0.000268872,0.0003454975,0.004587096,0.0004942371,0.0003867073,0.000343769,0.0001481289,0.002190132],"category_scores_gemma":[0.001262333,0.0001278136,0.000233688,0.003210546,0.0002441844,0.0003193972,0.00062091,0.0001567882,0.0005369909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006777068,"about_ca_system_score_gemma":0.001127101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1138966,"about_ca_topic_score_gemma":0.2682963,"domain_scores_codex":[0.9996091,0.00003608603,0.00006671276,0.00009316686,0.0001359814,0.00005905127],"domain_scores_gemma":[0.9987078,0.0001610529,0.0005714491,0.0001028657,0.0003308131,0.0001259416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015227,0.0000376406,0.8896155,0.001269296,0.00008339225,0.0003867937,0.002891152,0.0001679842,0.006599674,0.0003199218,0.006237301,0.09228989],"study_design_scores_gemma":[0.000004192452,0.00002248386,0.9797089,0.0002298116,0.0000541897,0.0004742426,0.0007979728,0.000136593,0.0004066331,0.0000731375,0.01808118,0.00001064035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8959126,0.007656092,0.001427548,0.0003332279,0.00002831902,0.0002272354,0.08495717,0.0001148701,0.00934296],"genre_scores_gemma":[0.9178786,0.005118309,0.006920074,0.0001768403,0.00003830744,0.0002959835,0.067494,0.00004440759,0.002033492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1138966,"threshold_uncertainty_score":0.2264674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06091214548148949,"score_gpt":0.287124635026087,"score_spread":0.2262124895445975,"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."}}